{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "65c85865",
   "metadata": {},
   "source": [
    "练习四种异常值处理方法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c33ab9f0",
   "metadata": {},
   "source": [
    "分位数法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea105742",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "29b97858",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据:\n",
      "        values\n",
      "0    54.967142\n",
      "1    48.617357\n",
      "2    56.476885\n",
      "3    65.230299\n",
      "4    47.658466\n",
      "5    47.658630\n",
      "6    65.792128\n",
      "7    57.674347\n",
      "8    45.305256\n",
      "9    55.425600\n",
      "10   45.365823\n",
      "11   45.342702\n",
      "12   52.419623\n",
      "13   30.867198\n",
      "14   32.750822\n",
      "15   44.377125\n",
      "16   39.871689\n",
      "17   53.142473\n",
      "18   40.919759\n",
      "19   35.876963\n",
      "20  100.000000\n",
      "21    0.000000\n",
      "22  -20.000000\n",
      "23  150.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)#设置随机种子， 保证每次运行结果相同\n",
    "data = np.random.normal(loc=50, scale=10, size=20)  # 从均值为50，标准差为10的正态分布中生成20个随机数\n",
    "# 添加一些异常值\n",
    "outliers = np.array([100, 0, -20, 150])  # 明显偏离正态分布的值\n",
    "data = np.concatenate([data, outliers])  # 将异常值添加到原始数据中\n",
    "# 将数据转换为DataFrame格式\n",
    "df = pd.DataFrame(data, columns=['values'])\n",
    "print(\"原始数据:\")\n",
    "print(df)\n",
    "# 设置matplotlib显示中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 正确显示负号\n",
    "\n",
    "# 绘制原始数据的箱线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x=df['values'])  \n",
    "plt.title('原始数据的箱线图')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "891fa30c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "四分位数分析结果:\n",
      "Q1(下四分位数): 40.66\n",
      "Q3(上四分位数): 55.69\n",
      "IQR(四分位距): 15.03\n",
      "下界: 18.11\n",
      "上界: 78.23\n",
      "\n",
      "检测到的异常值:\n",
      "    values\n",
      "20   100.0\n",
      "21     0.0\n",
      "22   -20.0\n",
      "23   150.0\n",
      "\n",
      "处理异常值后的数据:\n",
      "       values\n",
      "0   54.967142\n",
      "1   48.617357\n",
      "2   56.476885\n",
      "3   65.230299\n",
      "4   47.658466\n",
      "5   47.658630\n",
      "6   65.792128\n",
      "7   57.674347\n",
      "8   45.305256\n",
      "9   55.425600\n",
      "10  45.365823\n",
      "11  45.342702\n",
      "12  52.419623\n",
      "13  30.867198\n",
      "14  32.750822\n",
      "15  44.377125\n",
      "16  39.871689\n",
      "17  53.142473\n",
      "18  40.919759\n",
      "19  35.876963\n"
     ]
    }
   ],
   "source": [
    "# 计算上下四分位数\n",
    "Q1 = df['values'].quantile(0.25)  # 下四分位数\n",
    "Q3 = df['values'].quantile(0.75)  # 上四分位数\n",
    "IQR = Q3 - Q1  # 四分位距\n",
    "\n",
    "# 设定异常值的阈值\n",
    "lower_bound = Q1 - 1.5 * IQR  # 下界\n",
    "upper_bound = Q3 + 1.5 * IQR  # 上界\n",
    "\n",
    "# 找出异常值\n",
    "outliers = df[(df['values'] < lower_bound) | (df['values'] > upper_bound)]\n",
    "normal = df[(df['values'] >= lower_bound) & (df['values'] <= upper_bound)]\n",
    "\n",
    "print(\"\\n四分位数分析结果:\")\n",
    "print(f\"Q1(下四分位数): {Q1:.2f}\")\n",
    "print(f\"Q3(上四分位数): {Q3:.2f}\")\n",
    "print(f\"IQR(四分位距): {IQR:.2f}\")\n",
    "print(f\"下界: {lower_bound:.2f}\")\n",
    "print(f\"上界: {upper_bound:.2f}\")\n",
    "print(\"\\n检测到的异常值:\")\n",
    "print(outliers)\n",
    "#处理异常值\n",
    "print(\"\\n处理异常值后的数据:\")\n",
    "print(normal)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e21ca8f3",
   "metadata": {},
   "source": [
    "DBSCAN 密度聚类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9548f5af",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.cluster import DBSCAN\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4bfc88e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成随机数据\n",
    "X, _= make_blobs(n_samples=1500, random_state=170)#生成1500个样本，随机种子为170，make_blobs是sklearn库中的一个函数，用于生成随机数据,X是生成的数据，_是生成的标签\n",
    "# 添加一些离群点\n",
    "rng = np.random.RandomState(170)#设置随机种子,保证每次运行结果相同,RandomState是numpy库中的一个类，用于生成随机数\n",
    "outliers = rng.uniform(low=-15, high=15, size=(20, 2))#生成20个离群点，范围为-15到15,size=(20, 2)表示生成20个离群点，每个点有2个特征\n",
    "X = np.vstack([X, outliers])#将离群点添加到原始数据中,vstack是numpy库中的一个函数，用于将两个数组垂直堆叠\n",
    "# 转换为DataFrame以便后续处理\n",
    "df = pd.DataFrame(X, columns=['x', 'y'])\n",
    "# 绘制原始数据的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['x'], df['y'], alpha=0.5,s=10)#s=10表示点的大小为10\n",
    "plt.title('原始数据的散点图')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61371fe6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检测到的异常值数量: 372\n",
      "检测到的异常值占比: 0.24473684210526317\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dbscan = DBSCAN(eps=0.3, min_samples=10)#DBSCAN是sklearn库中的一个类，用于实现DBSCAN算法,eps是半径，min_samples是核心点数量\n",
    "clusters = dbscan.fit_predict(X)#fit_predict是DBSCAN类中的一个方法，用于拟合数据并预测每个样本的聚类标签,clusters是聚类标签,X是数据\n",
    "outliers = X[clusters == -1]#X[clusters == -1]表示X中标签为-1的样本，即异常值\n",
    "inliers = X[clusters != -1]#X[clusters != -1]表示X中标签不为-1的样本，即正常值\n",
    "\n",
    "outliers_count = len(outliers)#outliers_count是异常值数量\n",
    "print(f\"检测到的异常值数量: {outliers_count}\")\n",
    "print(f\"检测到的异常值占比: {outliers_count/len(X)}\")#outliers_count/len(X)是异常值占比\n",
    "# 绘制聚类结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "# 绘制正常样本点\n",
    "plt.scatter(inliers[:, 0], inliers[:, 1], c=clusters[clusters != -1], \n",
    "           cmap='viridis', alpha=0.5, s=10, label='正常样本')#inliers[:, 0]表示inliers的第一个特征，inliers[:, 1]表示inliers的第二个特征,\n",
    "# 突出显示异常值点\n",
    "plt.scatter(outliers[:, 0], outliers[:, 1], color='red', \n",
    "           alpha=0.8, s=50, marker='x', label='异常值')\n",
    "plt.title('DBSCAN聚类结果')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y') \n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a27704b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "去除异常值后的数据量: 1148\n",
      "去除的异常值数量: 372\n"
     ]
    }
   ],
   "source": [
    "# 去除异常值后的数据\n",
    "X_cleaned = X[clusters != -1]  # 只保留非异常值的数据\n",
    "\n",
    "# 转换为DataFrame以便后续处理\n",
    "df_cleaned = pd.DataFrame(X_cleaned, columns=['x', 'y'])\n",
    "\n",
    "# 绘制去除异常值后的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_cleaned['x'], df_cleaned['y'], alpha=0.5, s=10)\n",
    "plt.title('去除异常值后的散点图')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n",
    "\n",
    "print(f\"去除异常值后的数据量: {len(X_cleaned)}\")\n",
    "print(f\"去除的异常值数量: {len(X) - len(X_cleaned)}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55ce1ab9",
   "metadata": {},
   "source": [
    "孤立森林"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f9399eb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.ensemble import IsolationForest\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "41695446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42) \n",
    "X = np.random.rand(50, 2) #生成50个2维随机数\n",
    "df = pd.DataFrame(X, columns=['x', 'y'])\n",
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['x'], df['y'], alpha=0.5, s=10)\n",
    "plt.title('原始数据分布')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ca43fa59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检测到的异常点数量: 5\n",
      "检测到的异常点占比: 10.00%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 训练孤立森林模型\n",
    "iso_forest = IsolationForest(n_estimators=100,contamination=0.1, random_state=42)\n",
    "# 对数据进行拟合和预测\n",
    "predictions = iso_forest.fit_predict(X)\n",
    "# 分离正常点和异常点\n",
    "normal_points = X[predictions == 1]\n",
    "anomaly_points = X[predictions == -1]\n",
    "print(f\"检测到的异常点数量: {len(anomaly_points)}\")\n",
    "print(f\"检测到的异常点占比: {len(anomaly_points)/len(X):.2%}\")\n",
    "\n",
    "# 绘制结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(normal_points[:, 0], normal_points[:, 1], c='blue', label='Normal', alpha=0.5, s=10)\n",
    "plt.scatter(anomaly_points[:, 0], anomaly_points[:, 1], c='red', label='Anomaly',marker='x',alpha=0.5, s=50)\n",
    "plt.title('孤立森林异常检测结果')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0f9c3013",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "清理前数据量: 50\n",
      "清理后数据量: 45\n",
      "移除的数据量: 5\n"
     ]
    }
   ],
   "source": [
    "# 移除异常值，只保留正常点\n",
    "df_clean = pd.DataFrame(normal_points, columns=['x', 'y'])\n",
    "\n",
    "# 绘制清理后的数据分布\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_clean['x'], df_clean['y'], alpha=0.5, s=10)\n",
    "plt.title('清理异常值后的数据分布')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n",
    "\n",
    "print(f\"清理前数据量: {len(df)}\")\n",
    "print(f\"清理后数据量: {len(df_clean)}\")\n",
    "print(f\"移除的数据量: {len(df) - len(df_clean)}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6908bf59",
   "metadata": {},
   "source": [
    "Z-score "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "900c3898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成随机数据\n",
    "np.random.seed(42)\n",
    "n_samples = 1000\n",
    "\n",
    "# 生成两个正态分布的特征\n",
    "x = np.random.normal(0, 1, n_samples)#生成1000个正态分布的随机数，均值为0，标准差为1\n",
    "y = np.random.normal(0, 1, n_samples)#生成1000个正态分布的随机数，均值为0，标准差为1\n",
    "\n",
    "# 添加一些异常点\n",
    "n_outliers = 50\n",
    "x_outliers = np.random.uniform(-5, 5, n_outliers)#生成50个均匀分布的随机数，范围为-5到5\n",
    "y_outliers = np.random.uniform(-5, 5, n_outliers)#生成50个均匀分布的随机数，范围为-5到5\n",
    "\n",
    "x = np.concatenate([x, x_outliers])#将x和x_outliers合并\n",
    "y = np.concatenate([y, y_outliers])#将y和y_outliers合并\n",
    "\n",
    "# 创建DataFrame\n",
    "df = pd.DataFrame({'x': x, 'y': y})\n",
    "\n",
    "# 绘制原始数据分布\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['x'], df['y'], alpha=0.5, s=10)\n",
    "plt.title('原始数据分布')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fcdcf0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检测到的异常点数量: 26\n",
      "检测到的异常点占比: 2.48%\n"
     ]
    },
    {
     "data": {
      "image/png": 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lpptukkmTJsmuXbvk3HPPlYMHD8q3v/1t6erqkrKyMtM8qTfeeENaW1tl37598tJLL8njjz8u559/fr8IdTgcPpXycnJyfMLcHA6HlJeXS05Ojpw8eVKuueYaee+99+TFF1+UnJwcERG5//77JSMjQy677DLZs2eP5OXlSUVFBfsREULSFobMEUJIgrJt2zb5r//6L/nZz34mH374oc975eXl/d4PK0pKSuT555+Xs2fPyo033ihtbW2ycePGfhFRVFQk3/ve9+Txxx+X4uJimTlzpvzud7+TgoIC+cpXviIiMJ6rq6tlyZIlctddd8nf//53efrpp+WJJ56wbUD/+Mc/luXLl8uIESPkoosukpdfflmeeeYZuemmm/rHqaitrZXf//738uyzzw7wvmRkZMigQYMGLNe/n5GR4eNJU71+cnNzB/Tk0QuJadOmybRp0wbk3YiIXHfddfKHP/xBCgoK5OTJk7J69WqZOXPmgNA0l8slv/rVr+SHP/xhf4jhI488IpMmTZL6+nq55557ZNOmTTJ37lw5deqU6TGcc845cvr0adm+fbvs27dP9uzZI8OGDZOvfe1rIoJqg/oxmoXg7d+/X1avXi1PPfWUfOYzn5EtW7b4lOXOz8+Xv/71r/LNb35TZsyYIVdeeaV8+ctflquuusqnyAUhhKQNXkIIIQnJ6tWrvSJi+nPzzTfb2saWLVu88+fP9xYXF3uLi4u9ixcv9h46dKj/fY/H433kkUe8I0eO9BYWFnoXLFjg/eijj3y28cEHH3jnzp3rdTgc3vHjx3uffvrpAeMcO3as33E89dRT3gkTJnjz8vK85513nnfDhg3973V1dXk3b97svfvuu71FRUXe+++/33QbJSUl3t///veW+3jkkUe8n/nMZ3yWHTlyxCsi/cf8jW98w3vppZd6MzIyvK+++uqAbbjd7v7129ravK2trV6Xy+V1u939P+eee673V7/6lbetrc178uRJb1dXl9fr9XrvuOMOb3Fxsdftdnu9Xsx9VlaW9z//8z+9Xq/Xe/3113snTJjgbW9v79/fTTfd1H8ut23b5s3NzfWKiDc7O9s7adIk7z/8wz94//3f/93b3NxseS1MmDChf3tHjx715ubmequqqrwvvviiz7Hddddd3quuuspn2bvvvuu99tprvYWFhd7Dhw9bzi0hhKQyFESEEELiypkzZ7wLFizwXn755d63337bcr28vDzvU089Zfn+3r17vX/72998ltXV1XlFxHvgwAGv1+v1rl271rtixYoB6ylaW1u9IuLdt2+f984777QUIfqfTZs2eT0ej/emm27y3n333V6v1+s9dOiQt6Kiwvv5z3++f9snTpzwlpWVeV977TVvW1ubd/78+d68vDzv97///f51nn/+ee/OnTu93d3dPuNqaGjwioj3k08+8Vm+evVq78iRI32W7dq1y9vX1zfg2L7xjW94v/CFL5get16kEUJIupHh9dqoAUoIIYREEa9J8YZIsHPnTpk1a5bs3r27v1+QPxobG2X48OHyySefyOTJkyUrK8syNNDr9fb3+1HrnD17VvLy8uTMmTOycuVKWbZsmQwZMqT/M01NTTJ06FAREfmXf/kXKS8vl9tuu00KCgr8jqu3t1cOHz4sY8aM8an4RwghJHwoiAghhBBCCCFpC6vMEUIIIYQQQtIWCiJCCCGEEEJI2kJBRAghhBBCCElbKIgIIYQQQgghaUvKNGbt6+uTY8eOSVFRUVQqFRFCCCGEEEKSA6/XK263W0aOHOnTiNuMlBFEx44dk9GjR8d7GIQQQgghhJAE4ejRo1JZWel3nZQRREVFRSKCgx48eHCcR0MIIYQQQgiJF21tbTJ69Oh+jeCPlBFEKkxu8ODBFESEEEIIIYQQW6k0LKpACCGEEEIISVsoiAghhBBCCCFpCwURIYQQQgghJG1JmRwiQgghhBBCYoXX65Xe3l7xeDzxHkrakpOTI1lZWWFvh4KIEEIIIYSQIOju7pbjx4/LmTNn4j2UtCYjI0MqKyulsLAwrO1QEBFCCCGEEGKTvr4+OXTokGRlZcnIkSPF4XDYqmRGIovX65WmpiZxOp0yadKksDxFFESEEEIIIYTYpLu7W/r6+mT06NEyaNCgeA8nrRk6dKgcPnxYenp6whJELKpACCGEEEJIkGRm0oyON5HyzPFMEkIIIYQQQtIWCiJCCCGEEEJI2kJBRAghhBBCSIqzYsUKKSgokNbWVhEROXz4sGRkZMjhw4fjMp63335bxo0bF5d9G6EgIoQQQgghJA04c+aMrFq1Kt7DSDgoiBKJQI292PiLEEIIIYSESFZWlqxcuVK8Xm+8h5JQUBAlCrt2iaxcKeJymb/vcuH9XbtiOy5CCCHEH3yYR0hYOJ0iO3bgd7S57LLLpKmpSV5//XWf5e+8847Mnj1bSktL5cYbb+wPq1OfWbNmjTzxxBMyduxY+e///m8RERk3bpzccccdMnz4cPnBD34gV199tQwdOlS2b98uIiLr16+XyZMnS0FBgcyfP18aGhqif4AhQkGUCHg8Ips2iTQ3i6xZM1AUuVxY3tyM9fjPhRBCSCLAh3mEhEVNjciKFSKPPILfNTXR3V9hYaEsW7ZMfvOb3/QvO3r0qHzxi1+UO++8U7Zv3y7t7e1yyy23+HzumWeekY0bN8qzzz4rc+fO7V/ucrnkRz/6kfzbv/2b3HLLLTJt2jT5y1/+IqdPn5avfvWr8tBDD8n+/ftlyJAh8sgjj0T34MKAgigRyMoSWbpUpLRUpKXFVxQpMdTSgveXLsX6hBBCSDzhwzxCwsLpFFm3TqSvT2TqVPxety76nqK77rpLampqZP/+/SIi8re//U3mzp0r3/zmN2XChAny9NNPyyuvvCInTpzo/0x7e7u8/PLL8vnPf17Ky8v7l998880yffp0qaiokGuvvVbGjx8vPT09UlRUJEeOHJGvfOUr8umnn0p3d7fs27cvugcWBhREiUJxscgtt/iKoqNHfcXQLbdgPUKChSEthJBIw4d5hIRFczNulVGjcHuMGoXXzc3R3e8555wjV1xxhaxcuVJERN59912ZMGFC//sjR46U3NxcOXr0aP+yO+64Q3JycgZsKy8vz+e3wuv1yv333y8jR46U+++/X3p7e8WTwLYGBVEiYRRFzz1HMUTChyEthJBowYd5hIRMWRlujYYGPJdsaMDrsrLo7/t73/tefy7QpZdeKgcPHux/r6GhQbq6umTMmDH9ywoKCoLa/gsvvCCbN28Wp9Mp77//vlx11VWRGXiUoCBKNIqLRa67znfZddfxn0m6EGlPDkNaCCHRhg/zCAmJykqRG24QycwU2bMHv2+4AcujzeWXXy5TpkwREZGLL75Y3n//fXn22Wfl0KFD8u1vf1uuueYaqaioCHn77e3tIiJy+vRpef311+WnP/1pQle2oyBKNFwukfXrfZetX2/9dJ+kDtHw5DCkhRASC/gwj5CQWLQIxRQeegi/Fy2K3b6/+93viohIZWWlvPbaa/Lb3/5WzjvvPCkoKJDVq1eHte2lS5fKpEmTpKqqSh5++GG5/fbbZc+ePXL27NlIDD3iZHgTWa4FQVtbmxQXF4vL5ZLBgwfHezihYTRQr7sOYohP2lIfjwdip7nZ/Fzrr42yMpHly4MTL7y2CCHRRP8do+B3C0lRzp49K4cOHZLx48cPyJ0hscXfuQhGG9BDlCgYDdZbbhEZPXpgbDY9RalJtD05DGkhhEQL43fUbbfx/xYhJKmgIEoEPB6RtWvNDVSjIbt2LfM8UpVoJyczpIUQEmn4MI8QkgJQECUCWVki8+cjFMrM4FWGclkZ1mOeR+oSTU8O89MIIZGED/MIISkCBVGiMGMG8kKsDN7iYrw/Y0Zsx0ViTzQ8OQxpIYREGj7MI4SkCBREiUSgfxb8Z5IeRNqTw5AWQki04MM8QkgKQEFESCIRaU8OQ1oIIdGGD/MIIUkOBREhiUI0PDkMaSGEEEII8QsFESGJQDQ9OQxpIYQQQgixhIKIkEQg2p4chrQQQgghiUOgB5tRDGF/6623JCMjQ44dOxa1fdjh8OHDkpGREdcxKCiICEkU6MkhhBBCUp9du0RWrrQOgXe58P6uXVHZ/ZtvvikiIjU1NVHZfjJCQURIIkFPDiGEEJK6eDwimzaJNDeb5wWrfOLmZqwXBU9RTU2NXHbZZRREOiiICCGEEEIIiQVZWSJLl5oXSzIWV1q6NOIPQpuammTHjh1y7733yl//+lfxer3y9ttvy7hx4+S///u/ZezYsVJaWiq//vWv+z+za9cuufjii6W4uFi++MUvitPpFBGRyy67TG699VYZPXq03HLLLfKtb31LSkpKZMOGDSIi8u6778rs2bNl0KBBUl1dLbtseLyef/55maGLhGlvb5e8vDzZs2dPROfBCAURIYQQQgghscJYLGnNGpGjRwdWmg2nIbsFNTU1MnnyZLn88sulpaVFPvnkExERaW5ulscff1xee+01efjhh+W+++6Tzs5OaW9vl89//vOyaNEi2blzp4wePVquvvpq6evrExGRAwcOyFNPPSV//OMfZebMmbJ48WJ55ZVXpK+vT77yla/I9ddfLwcPHpS5c+fKfffdF3B8V199tezfv1/27t0rIiKvv/66TJ06VaZOnRrxudBDQUQIIYQQQkgsMYqi556LuhgSgSC66KKLJC8vT84777z+fKL29nb53e9+JzNmzJA77rhDuru75eTJk/Lqq69KUVGR/PjHP5axY8fKr3/9a/n000/lgw8+EBGRG2+8UWbPni0iIt/85jdl4sSJ0tPTIyIiO3bskHvuuUfq6+vF7XbLvn37Ao5v8ODBcsUVV8if/vQnERH585//LDfccEMUZsIXCiJCCCGEEEJiTXGxyHXX+S677rqoiSERCKL/7//7/6SkpEQ+/PDD/jyi0tJSmTVrloiIOBwOERHxer1y9OhRGT9+fP/nc3NzZeTIkXL06FEREcnLy+t/T/93ZmamPPHEEzJq1Ci58847xeVyicdmPtSSJUtk/fr10tPTI//zP/8jS5YsCe+gbUBBRAghJLLEsZwsIYQkDS6XyPr1vsvWrw+uAXsQ1NbWSkNDg2zevFk+/vhjee655+Tdd9+Vrq4uGTx4sOlnxowZI4cOHep/ffbsWTl27JiMGTPG777efvtt+d3vfid1dXWybds2ue2222yP80tf+pLU1tbK6tWrZeLEiXLOOefY/myoUBARQgiJHHEuJ0sIIUmBsYDCbbeZF1qIIG+++aZMnDhRPvOZz8i4cePk2muvld7eXsnOzrb8zOLFi8XtdsvDDz8s9fX18r3vfU8mTZok1dXVfvfV3t4uIiIul0vee+89ueeee8Tr9doaZ2FhoVx55ZXy/e9/PybhciIURIQQQiJFApSTJYSQhMcohm65RWT06IGFFiIsimpqamTBggX9rwsLC+Wiiy6SBx980PIzhYWF8sYbb8ibb74pM2fOlCNHjsgrr7wimZn+JcQVV1whX/rSl+T888+XO+64Q775zW/KsWPHpLGx0dZYb7jhBmlra4tJuJyISIbXrlxLcNra2qS4uFhcLpel248QQkiUMftHX1xsvZwQQpKMs2fPyqFDh2T8+PE+eTO28HjgJW9uNv8u1H9XlpWhIXua9SA8ePCgvPvuu/Lss8/K3/72N7/r+jsXwWgDeogIIYREjjiWkyWEkIQnK0tk/nyIHbPvQvUdWlaG9dJMDImIXHPNNfKDH/xAHnvssZjtkx4iQgghkUf/lFNBMUQISQHC8hApPB7/YifQ+0RE0sRDdMUVV8iaNWviPQxCCCHBEodysoQQkjQEEjsUQzElYQXRf/zHf8gbb7wR72EQQggJhRiXkyWEkFiTIkFWSU2kzkFCCqLTp0/LvffeK1OmTIn3UAghhARLHMrJEkJIrMjJyRERkTNnztj/UCDDneIqJLq7u0VEJCtMj5p14fE4cu+998q1114rnZ2dlut0dXVJV1dX/+u2trZYDI0QQog/rKrJ3XKLtnzNGuYSEUKSlqysLCkpKZGTJ0+KiMigQYMkIyPD+gNnz4q0t4uUlIiY9fzp7RVpbRUpLBQJNScpDenr65OmpiYZNGiQ315Kdkg4QbRp0yZ56623ZNeuXfLd737Xcr3HHntMHn744RiOjBBCiF88HpG1a82ryRlF0dq1aVlOlhCSGgwfPlxEpF8UWeL1irjdIn19Ig0NED36Hj59fRBLfX1YXlQk4k9cER8yMzNlzJgx/gWpDRJKEJ09e1Zuv/12+d3vfhewGsQDDzwg99xzT//rtrY2GT16dLSHSAghxApVTnbTJpGlS63Lya5dm7blZAkhqUFGRoaMGDFChg0bJj09Pf5XdrtFXn5ZpK1NZPBgkWuvhfCxWk5s43A4AjaJtUNCCaKf/vSnUl1dLf/wD/8QcN3c3FzJzc2NwagIIYTYZsYMkaoqa7FTXEzPECEkZcjKygqcv5KXJ3LDDfCQHzsm8sILqLq5fr3mUb/hBoYRx5GE6kM0fvx4aWpq6o8DPHPmjGRnZ8stt9wiK1eu9PtZ9iEihBBCCCEJC/uzxZRgtEFCeYjeffdd6e3t7X/9z//8z3LRRRfJLbfcEr9BEUIIIYQQEi6qP9tzz2nL2J8tIUgoQVRZWenzurCwUMrLy6W8vDxOIyKEEEIIISQCWPVno4co7iRUyFw4MGSOEEIIIYQkJMaWBMYcIoqiiBOMNkjIxqyEEEIIIYSkBGb92UaPxm82rU4IKIgIIYQQQgiJBnb6sylRtHYt1icxh4KIEEIIIYSQaKD6s5WVmYfFKVFUVsb+bHGEOUSEEEIIIYREE4/Hv9gJ9D4JGuYQEUIIIYQQkigEEjsUQ3GFgogQQgghhBCStlAQEUIIIYQQQtIWCiJCCCGEEEJI2kJBRAghhBBCCElbKIgIIYQQQgghaQsFESGEEEIIISRtoSAihBBCCCGEpC0URIQQQgghhJC0hYKIEEIIIYQQkrZQEBFCCCGEEELSlux4D4AQQgghhCQfTqdIc7NIWZlIZWW8R0NI6FAQEUIIIYSQoKipEVm3TsTlEikuFrnhBpFFi+I9KkJCgyFzhBBCCCHEFKdTZMcO/NYvW7dOpK9PZOpU/F63zncdQpIJeogIIYQQQsgArLxAzc1YNnWqSFaWyKhRInv2YDlD50gyQg8RIYQQQgjxwZ8XqKwMAqmhQcTjwe/iYiwnJBmhICKEEEIIIT4oL9CoUZoXyOXSvEA33CCSmQnPUGYmXtM7RJIVhswRQgghhBAf9F6gUaMGeoEWLRKpqmKVOZIa0ENECCGEEEJ8sOMFqqwUmTWLYogkP/QQEUIIIYSQAdALRNIFCiJCCCGEEGJKZSWFEEl9GDJHCCGEEEIISVvoISKEEJIyOJ0M7yGEEBIcFESEEEJSAqsmkoQQQog/GDJHCCEk6fHXRDLS+9mxI/LbJYQQEj/oISKEEJL0qCaSU6dqTST37NGaSEYCeqAIISQ1oYeIEEJI0qNvIunxDGwiGS6x8kARQgiJPRREhBBCkh47TSTDQXmgRo3SPFAuF5YTQghJbhgyRwghJCWIZhNJvQdq1KjIe6AIIYTED3qICCGEpAyVlSKzZkW+5Ha0PVCEEELiBz1EhBBCiA2i6YEihBASPyiICCGEEJtUVlIIEUJIqsGQOUIIIYQQQkjaQkFECCGEEEIISVsoiAghhBBCCCFpC3OICCEkAXA6maxPCCGExAMKIkIIiTM1NSLr1qHRZ3ExyjkvWhTvURFCCCHpAUPmCCEkjjidEEN9fSJTp+L3unVYTgghhJDoQ0FECCFxpLkZnqFRo0SysvDb5cJykjw4nSI7dlDIEkJIMsKQOUIIiSNlZQiTa2iAGGpowOuysniPjNiFIY+EEJLc0ENECCFxpLISBnRmpsiePfh9ww0srJAsMOSREEKSH3qICCEkzixaJFJVxSpzyYgKeZw6VQt53LMHy3keCSEkOaAgIoSQBKCykgZ0MsKQR0IISX4YMkcIIYSECEMeCSEk+aGHiBBCCAkDhjwSQkhyQ0FECCGE2MDptBY9DHkkhJDkhYKIEEIICQBLaxNCSOpCQUQIIYT4wVhau6EBr6uq8D5D5RIHf148QgixgoKIEEJSGBqI4WNVWnvDBpFt20L3GvHcRBZ68QghoUJBRAghKQoNxMhgVlo7O1tk82aR/PyBXiM74ibdzk20xZ8/Lx7FJiEkECy7TQghKYjRQOzrw2unM94jSz7MSmvPmyfS2wuBpLxGLheM/kCk27mpqRFZsULkkUfwu6Ym8vtQXrxQzgchhNBDRAghKYhVmFdzM5+Yh4KxtLYIwuVCaciaTucmVp4bNsglhIQDPUSEEJKC6A1Ej8e+geh0iuzYkbreinCorBSZNUsrsR1qQ9ZQz00yEivPDRvkJgb8/iDJCj1EiYbHg/8aob5PCCGiGYjr1sFAVHkq/gzEdMtrCZdQG7KGcm6SlVh6btggN77w+4MkMxler9cb70FEgra2NikuLhaXyyWDBw+O93BCY9cukU2bRJYuxbeJEZdLZO1akfnzRWbMiP34CCFJh91kdqcT+R19fZrhmpmJZeluWEarIEC6VJmjoZz68PuDJCLBaAN6iBIFjwdiqLlZZM0akVtu8RVFLheWt7RgvaoqeooIIQFR4V2BSKe8lmCIpjFv99wkO/TcpD78/iDJDnOIEoWsLHiGSkshetaswbeLiK8YKi3FehRDhJAIkoh5LfHOR0i3anDRRJ9/RVKPRPz+ICQYKIgSieJieIb0oujoUV8xZPQcEUJIBEi0pPRYlGoOBEs5E2KPRPv+ICRYGDKXaChRpETQc89hOcUQISTKJEpoU6I02WQpZ0LskyjfH4SEAj1EiUhxsch11/kuu+46iiFCSNRJhNCmRPHM8Kk3IcGRCN8fhIQCPUSJiMslsn6977L16+khIoSkBZH2zIRTzY1PvQkhJPWhhyjRMBZQuO0280ILhBCSokTSMxOJXKRYP/WOdzEJQghJN9iHKJEwiiHlEbJaTgghKUy4fXqi2RslWj2E2LOHEEIiQzDagB6iRMHjQdNVM9FjrD63di3WJ4SQFCZcz4w+F6mjQyQ7W+T48fBzkaJVAY9lvgkhJD5QECUKWVki8+fjcaOZB0iJorIyrMc+RIQQ4heVi/TBByIbN4q8+abI/v0iu3eHvs1IiBarkLhEKSZBCCHpBosqJBIzZiB710rsFBeLLF9OMUQIITaorBRZsEDk4YdFurrgZB82DOLo0ktD8zwp0TJ1qiZa9uzBcjvb8xcSxzLfhBASH+ghSjQCiR2KIUJImhCJ4gLTp4tMmgTRMX++yIUXhud10YsWjyc40RLIu5ToZb5Z7IEQkqrQQ5TIeDz+BVCg9wmJENFKII8nqXhMqYTd4gKBzmNZmcjw4fi6LCgI3+uiRMu6dRAtamx2riE73qVELfPNYg+EkFSGgihR2bVLZNMmkaVLzSvKuVworjB/PkLtCIkSqWgIpeIxpRJGT0pDA15XVfkKBDvnMRwBY0WoosVuSFxlpfk24yXi7Z4PQghJVhgyl4h4PBBDzc3mvYdUGe7mZqzHinMkSqRi1atUPKZUw05xgWDO46JFqAb30EP4HQnxG0oFvHBC4qJV2c4OLPZAiIFAdhftsqSDgigRycqCZ8isIauxJ9HSpQybI1EjFQ2hVDymSBBqfkg08krs5OkEex6VgBGJbx5MKOIsliLe7HyGkzdFSMqxa5fIypUDH1YrXC68v2tXbMdFwoIhc4mKKrOtxM+aNSLXXSeyfj0btJKYkYpVr4I9pkiGKRm3pV53d4s4HPHLGQk1hDBaoYd2wtxCuTYTJVTSKiTOinAr29nFan6iEXZISFJijOAx2mH6h9abNvmvHEwSigyv1+uN9yD0vPLKK3L33XfLkSNHZM6cObJmzRqpqqoK+LlgutEmFfqbS0ExRGJIohiRkcTuMUXy2I3bmjgRPXH27RNpbEQ56ClTYj+/Tic8FX19mrDIzMQyfwZvqJ8Ldmz+xGgw5ycW440WsZrrQPtgIRLOAZGBkTrKHrNaTuJGMNogoTxEBw4ckFtvvVWefvppmTdvnnznO9+Rb3zjG/Lee+/Fe2jxo7gYnqHnntOWXXcdbzISMxK16lU42DmmrVsR9eBwhJ9Ibgx52rdPZPVqkcmTRdxuLHe78RPrZPVQvQ+x8FoE8qQEc23GYrzRMpZj4aGxMz/BerZSjVR8OERCgBE8KUlCCaK6ujp59NFHZcmSJSIi8u1vf1uuuOKKOI8qzrhcuMn0rF/Pm43ElFQ0hPwdU00NxNDWrSJDh0IUjRsXugFtNDaLi0U6OrDdri6RigqR06exvKUl8qFQ/gg1LDJRwintXpvRHm+0jeVoP5hIlPOZqLDSHvHBKIrUQ2uKoaQloYoqLF68WO64447+13v37pWJEyeartvV1SVtbW0+PymH0f16223mhRYIIRFDGT4Oh0h5uUh7O3Jj9+0L3UA0JqW7XOiJ090tkpuLkDmHQzOmY2mEhlr5LJpNRKNRqCHa441F0YNQKtsFs+1Ebgobb1iMhQxARfDoYQRP0pJQHiI93d3d8otf/ELuvvtu0/cfe+wxefjhh2M8qhhiFYtqdNPySQQhEUXvzXE4RD75RKSpCR6iUA1Es5CnW29FDpHLJXLmjEhREX7iYYSG6n3Qf04VhnA6wxt/ND0t0fKyxKroQbRJxfDYSEEPGhkAI3hSioQrqqD4/ve/L2+++aZs3bpVcnJyBrzf1dUlXV1d/a/b2tpk9OjRqVFUweNBvE5zs7n7VS+WyspEli9nFRNCIoQxuXzfPhj7Dz4oUl0d/rYTscpcuERKxDidIvfdJ9LZKTJ2LHKqkqHwQTIXbCD2YQ4R6cf40Jo5RAlJMEUVElIQ1dTUyJe//GXZsmWLTJs2zdZnUq7K3K5dKNm4dKn5TeVyiaxdKzJ/vsiMGbEfHyFxJprVnmj42CeSYuDpp0V+9jORvDyR/Hx4K7q70bNH9RBKVOJ5zaRr5bN4HHe6zjXRwSpzSUPSVpkTETl48KB87Wtfk9/97ne2xVBKMmOG//r1xcX0DJG0JdkT2FOJSIWLOZ0imzeL5OTAW9bXh6IWc+YkR1hSvK6ZQPdCMhnwwYw1XgI0FQvMkCDwePAw2kz0GNMa1q6lnZZEJJQg6uzslMWLF8s111wjV199tbS3t4uISEFBgWRkZMR5dHEg0E3Em4ykIbGq9pQMhk8iGLuRyq1obhbp7UVYYl0dwuZ6ekTmzUv886AI95oJ9nwGuheSydMZbE8pVnwjcSErC5E5VhE8ShSpCB7aaUlDQgmiN954Q+rq6qSurk6effbZ/uWHDh2ScePGxW9ghJCEIVUS2ENFGc27d4ts3Bh/YzdSPXKUsOrrE7nkEpH6eoTNLV4cnXEnGqGIF3/3gkjyiIZgBU66fweQOOHx4IKziuBR7zOCJylJKEF0zTXXSAKmNBFCEoh0rvakjObjx1Ghbtw4kQsvjL+xG4lwMb2wOnYMJc/TpexzqB4Pf/dCMomGYMeazt8BJE4Y87qNYseY100xlHQkVB8iQggJRKL3S4lGDx21XWU0jxqFhq4nT6LBazg9USI13kj0yFm0CMUYHnoIvxM1vCvShNrjxt+9YOx9lciiIdixJvp3AEkxPB6IoeZm8x6QqphCczPW83jiMUoSJgnlISKEEDskatGDaOZs6J+id3SIlJQgb9ftFmltDc3YTcQck2TI3Yo04Xg8rO6FSIUyxoJQxpqo3wEkBcnKgmfIrAeksbLc0qX0DiUpCVl2OxRSruw2IcRWknkiFBZQ44hmLxrj9j/4QOTwYZFJk0SGDw9ezKjtud0igweLtLWhMWyo402U85CsREucJtN5SaaxkjSEvYeSjqQuu00IISL2DMRE8nBEO2fD+BR99GiRm28WmT49NAOyuRlNZ91uhN/l5kIQhTLeRDoPsSSSBny4Hg+zsSSbwEhH7yBJIoxltZ97DssphlICCiJCSFhEw+iyk2SeaKV3Y5HoHckwoe5uzGFvr0hFBcLuzpzB8mBItPMQKyItAsO5j8zGIpKeIpWQqFJcDM+QEkMieE0xlPRQEBFCQiZangE73pZEq6IVq5yNSD1F374duUhdXQiXKytD6J3DEdx2Eu08xAIzEbhqlYjXKzJtmu9x2xE64dxHVmMRQdnycEWqGn93N66NZPE2ERIVXC6EyelZv54eohSAgogQEhLR9AzY8bYkYundZEn0djpFXn8dYXKDB4tkZKAJqqpOFgyJeB6CIRTPjFEEdnWJbNkicuqUyNixEDRVVSIbNohs3gwvXHY2mswuXjxQMIVzH5kJ0i1b8N5FF4UnUpVQ27dPpLFRZNgwkSlT6G0iaYq/HCJ9oQWSlLDsNiEkJEItFWwHO2V1I1F6V5Wc3rrVXulpOyWqzcpPh1vaOtKlvDdsENm5E3+fPo08ou5ukXPPDV7EJXMJ5JoaFJF45BH8rqmx9zm9CGxpwfWTkwPvUF+fyBNPiNx5p8jPfgZPXHMzfv/sZyL33ee7H7v3kdU1YFayurwcP+GU3FZCze3GT1+f9ve6dfauxWiVoCck5hjF0C23IJHzllvwWokiY0lukjTQQ0QICYloewbseFvC8cgE+/Q71LCmcMMKo5GrsnkzDHhVdKe5GdveuRP7C3b7ieYZs1udMFTPjD48srZWpLNTZOZMCJqiIrQiGTdOJC8P3rcdO5CnlZWFdfX7sXMf+bsGzEI1ly3De+GEbyqhVlICD1hFBcRzcTFsv0DepnQttEFSEI8HTVfNqskZCy2sXSuyfDlLbychFESEkJCIRc6MnXyZUHJqAj39NhrFRuN53z6RlSthLFZXB95PqOFQ0QhLbG5GCFd1NQz1tjYY7bNnI+ck1O0nSoUwu4Z4uLlPSgQ+/7zIgQMQRsePYw5FRMaPx/Y7OuB96+0VKSxESN2xY9p+At1Hdq4BK0EajkhVQq2tDaGVjY0iBQXavPp78JFIhTaSrdIeSUCyskTmz8eTjqVLB4bFKVG0di3WoxhKSiiICCEhk2ieAbsE+/RbbzwfPgxB1NQk8uijeBho9eQ7XKM7GgULlKHb14cQudOn8dBz6lQYvMlQEMHKyA3GEI+Uh/PAAfSCamzEteNyQfSIYL9//zv+7u3Fa7d74H783Ud2rwEzQRqOSNULtaIiVCAsKsJPoAcfgcYcK5FCLxWJGDNm4Ca1EjvFxfQMJTkURISQsEgUz0AwBPv0W62/bx9+2tuRo+Fw+H/yHa7RHY2wRL2h63LBwK2sxPEnakEEvQFdV2dt5AYjICPh4VT7u/BCeILa2zGHV10lsm0bPEOf+QzCMU+exOv8fPP9WN1HsSxaYRQqeqEWTJU5f2OOpEjxJ6wSyUtFUoRAYodiKKmhICKEpB3BPv1W669cCc9QeTlyRsaN8+9RCdfojlZYot7Q3b1bZOPG6JYKtyLYktTZ2eiXNGKEr5FbUgJjvbs7OPFgx8Ppb4xlZRjTJ5/AK9Tbi7EtXowf/edC9YrEqpy7lVAJ5YGH1ZhFIidSAgmrdCwHTwgJHQoiQkhaEuzT70WLYHg/+ijWHTfO3tP6cMMKzcbpdAbeTiADXBm6s2aJXHpp7MMe7XgKjE/5P/kERu3kyZqRu3kzzkl2NrYzcaLI/v32xYPR4LfrjRLB+62t2NeOHSjKce+92vYChbTZJdqhqdHwppiNeceOyIgUO+ONpmeNeUmEpB4URISQtCVYI7W6GmHiwT6tDzessLIysHGuJ9iwpFiHPdo1wI1P+ceOhVFdX48KeapC4IgREEkNDRBDt98eWhNRO94oNUZ1DGrf9fUIh6uqivh0iUh0z1G0vCnGMUdKpNgZb7Q8a8xLIiQ1oSAihJAgiEchiWCe4CdD7oRdA9xoQLvd8MLk52P93l7k5+g9Rnv2QAzNmqVtJ5Qy3GbeKP0YjccweHDyhmTFKk8pUiLF7ngjfa8mw71FCAkNCiJCCAmSWHtUgnmCH+rT/liGAdk1aM0M6Hvv9Q0hfOaZ0Hv46AnkjTJuO5bFDqJNrPKURIIXKWbXZTDjjeS9yrwkQlIXCiJiD4/HfwWVQO8TYhPG5w9E9bH5+GOEaPnrBROKoR7rMKBgDForA1r9bm0Nr4ePIpA3yrjtykqRBQtEXnoJFeSGD4+OiNi6VeTQIfQ18tfzKlxi6fm0K1L8XZfG8YpAwEZz7KkkggkhvlAQkcDs2mXdkEwE/61UQ7IZM2I/PpIyJHt8fiTEnHEbak4+/VTk6FGRnBy8d+utkalsF68woGAMcH8GdCR6+Kh9+PNGGbddU4PqfKrQxYIFkb9WH39cZPVqlPQuKMA5v//+yGzbyvNi55zH4qGFnetSjTdW3xux9KQFAx8iERI+FETEPx4PxFBzs8iaNejGrBdFLheWt7RgPX+Nywjxg13DPFH/+UfCKDNuY8ECGN1uN5L8hwyB8T15MooHWFWbC0ZsxDMMKFLhTFbbCfaJfiBvlEJ/rZ5/Pra7cSOq9UVqzrZuhRjq60NFw8ZGvF64MHxPUTjXaqzEh93rMtaCPtGaUSf7QyRCEoXMeA+AJDhZWfAMlZZC9KxZg29eEV8xVFqK9SiGSIgoA2jUKM0AcrmwXFFTI7Jihcgjj+B3TU28RuuL0Sjr68NrpzO8bbz0ksjx4zB0uru1uRk+fODcGFEltf15hnbs8O3d4/H4iga1TjDHEUmcTpE338RPKGNQT/QzM2FMZ2baK8Ptb95E7F2rdvB3fIcOwTNUUQExXFGB14cOBbcPs32Geq1G4jq3i17MGq9LPZE6F8Fg5xqJBbE8H4SkOvQQkcAUF8MzpMTPmjUi110nsn69JoaMniNCgiTQ0/xQngTHypsUCS+L2TZOnoRHyOXC78ZGkcJCkbY2a0+Hv2NW76lmrKq89LBh2Jc+DCiYMt/RoKZG5IknMCYRrcdPsGOIRBK/kUjkkgQ6vvHjESbX2Agx1NiI1+PH29+HGeFcq7H0JtoNT0vnvB4WeSAkclAQEXsYRdFzz2E5xRCJEIEMoGD/+ccylCQSRpnZNoYP18LmiopEOjvxu6jI3Dj0d8zqvRMnkI80bpxIeTlCs3p6RM49V+TKK0UWL8b6K1bEJgzJTIA4nSKrVokcOIDj8HpFDh7EslDG4C80z9iIddUqkVOnMDfLlplfM+Hmktg5vupq5AytXi1y+LCWQ1RdHZ7QD+dajbX4sCNmEzWvJxaksxgkJNJQEBH7FBfDM6TEkAheUwyRCOHPAArmn3+s8woiYZRZbWPRIuSmqDLTVg1H/R2ziPbeiBGok+J0Yp1Bg0S6ukQyMkS2bYMgitWTZysB19wMUaL6+4jg2E+diuwYjI1YP/0U3resLJTbbmmxvmbCySWxOr6GBpH33xeZOxfbu/9+5Azpq8yFK/TDuVbjIT7s5JklWl5PrEhnMUhIpKEgIvZxuRAmp2f9enqISESxMoCCKXPc3AxPyIgRyLuIRSiJ3ihTwsWq6EEo2wgnnElEe+/ECZHcXBjkgwbBIM/PR9+dAwdgkI8fH/0nz/4EXFkZPDT19RAoXi/ySMrLA4/BrvfEuP8PPsB8jRmD/bhcInv3itTWWm8n1KIQZsfX1gZh+sc/IqdICZ3qaq2IQqSEfjgCIlHFRyT7DSUTiXo+CEk2KIiIPYwFFPQ5RGbV5wiJMMGUOd69G0/7d+3C5TpsmMjo0dEPJamsDC73xqr0cSj5O4E8aMXFMPpPnkTvnjNnYFjn5MDg3rMHoVl//COE5MSJqGQXakiYmYGmX64XcB0dEHHHj2P5rFkIV2tt9c2xWbbM/xiC8Z4YBWRZmSa8ROAxixaVlSJXXSVy5Ah+1P4mTdKq1pkJnUh67sIREOkqPhIVng9CwoeCiATGKIaU+DEWWqAoIlEimDLHTifeU6WKW1pg/N98c/SNhmCe4FsZ7yq/pLMTXhu321758UDhMwsWiDz8MLwQI0bg/d5ezRty+DC8biNHwluxf7/I7bdbh+iZHbtZwYZzzxWZMwceKbVclRTXi7SWFniudu+GIFq0SKSkBGF8gwej1LjDgZwnszEF6z0xCkiPB19vPT0iTU14PXWqyLRpoVwJ/lHivqQEgnTkSHjuLrzQv9BhzgghhEQHCiLiH48HTVfNqskZRdHatSLLl7P0Nok4wTwZV+teeCE8D+3tMBynT4/tOI1eD7vG+4YNIlu2iOTlwXtQVQWvmH4bVmLKX/jM9Onw+owahUp1BQWYw29+E56YX/4SQui99yBMioogPGbN0sZsFZajxnP8OISUKtjw9ts4nqIilLyePh3nRQna2bNF3n0XIq2kBNXUlNDVe8na2+G96ejAZ0tKNI+R8gDZuUaMx2AUkHfdhTLj+qIK0Sgioc59SQk8mQcOQBjl5GD89fUIYzQKnWByRhK1XxchhCQiFETEP1lZIvPno+nq0qUDPUBKFK1di/UohkgUCObJuHHd1lZ4RPTrRstYVPu28noorIz32lqRzZthGDscMJq3boWHxW75cX9NSkeMgFeooECbw2nTIGRaW7FNVeL5zBmRo0fxWb3XxxiKph/PqFFY1+mEx6mzE0IoJwfHfPQoRJE63qwsLZxx+HBNpNXWorpaZyea0e7YAc9NXx/mtLkZ421t1Y470DViJSL1AlIEHkgRzEs0hIQ69yNHinz8MYRPVhaeN+3ejWPPzsa5rasbOAY7OSNs1kkIIcHBxqwkMDNmwPNjFQ5XXIz3Z8yI7bhI2hBMg81A6+qbu953n8jTT0eukaEq/HD4MAz3khJ4SzZu9N2HVdNJEQiW6moYyV1dEALz5g0sPx5sI0p/8+JwQJgUFIicPo3fOTkoKPnDHyLU7uhR8+aP+vEUFuKYW1rg1fF4YPAPGQIjv7UVy/ftwzG//DK2s20bRJiah+3b4SXbuxdFHjo7MS+nT8NzprwpSjwFOj4VhnjqFISI/hhUk826OlwXzz4r8uKLeB0N1Lmvr8dxZWRgjqqq8PfEiSJf+hLCBFeuhCA2O5dWjUGTrVlnvJv/EkKICD1ExC6BPD/0DJEwsOOxCaaaktW6emNR5aNs2QKvjFXPmWCxCk3Th25ZhT5VVeHvvj6RSy7RQqdUbyCR8PJIrOalrAwhaI2NWiPYo0fxd3k5ilM0NppX7DOOp6ICoXdnzyLMbdAgHE9BAbxlW7fCe9bVBaE0fjwE5Ntvi1xwAebh1VcheHJzES7ocmE7GRkQRg6H+VeO1fHpwxD370cluYwM7RgiVb3NznWszv2qVZgjjwcCuLlZy7k6fRqisalJ5NFH8bzJ7rWZSM06A80HPVmEkESBgogQEleCMYqCqaZktq4xXEn14OnsjFyfIqvQNKNgsTLelVA6dgxixOgJC7f3iNm8VFZCxL37LkRPdjbyfiZPxuvSUs3r09rqezzG8QwZgrwkEZE33tBKS8+ciX28+irmRv0cOYL9dXTgXLS1aV6yujpNVFVWQqR1dEAQnT0LEWcsemA8PqdTC0Ps6sL4Dx+GR0yFMkZCRBh7Gs2bByHrr4fRhg0YW3c3hO+UKSiusG8f5rq8HMcazLWZKIUXAt3XkRChzJMihEQKCiJCSNyIdQNVY7iSw6H14Dl2LDJP0YMRLGbixI4nLNK9R5xOeE5mz0ao1okTEAsffIDzMmwYcooaGiD2jMdjNPA//BDH/a1vwagXgah69FF4ZsaMETl4EJ4QVd1NVb7bvBmCIjfX10t2zz0i//7vCLPr6sI2L7ss8LHX1mLcZWU4H319ED3Dh0OclZdj/+GIiFA8j5WVInfcoTXCLSsTeecdkT/8AfNfUQEROW5ccOIsEZp12rmvwxWh9C4RQiIJBREhJG7EOrzHKlzJ7Y7sU/RwBYsSSiq/wmwbVt6yUJ6aG8/DmTPwxOzaBW/F2LGonTJnjv9iA9u2QbwoUbFxI/JyKiu1wgilpfAAjRgBUeT1whulN/4XLsS29F4y1WT3s5+FaFOlwf01v62pEXnsMQg0jwdibMgQraLdli3IKxo7Nry+S1aFEux4HtV5VKW4RSAGi4sxH/7EmfFcq9dVVZj3eHlP7NzX4XiyYv0ghRCS+lAQEZJApFsISDzCe5RYef55hHQdPYp9R7rEcrjNEkN5Ah7sZ9T11t2tnYeiIng4iotFLr4YQubTT2HYHjhgLRQCGcFlZfDK9PQgh0iFhA0dCjGiN/4XL/b1nChBpd/+8OH+xbMqpNDQAA/X6dPYp8uFPK/duxFGN20aBHGwfZf0GD2PubnBeR71Bv7nPodxHT4s8tFHOE6zOTeG6A0bhnnt7Y2/x6S7G+PYtw9hl2b3dTierETKkyKEpAYURIQkCOkYAhKv8J66OoQzHTgAIzQzxHqb0RKwoTwB99fQVWTgOI3Xm/KQ1NZCtMydi3ybQ4fgTXM6YXhbjSOQuNWf65wcCKDrr4cgMjv/xqpjwYrn5mZ4f1S/n+JiiBMRHLM6xtJSeJz27PHtuxQM4XoejQb+hRdirpcuxRiNc20M0fv731GAYehQeNBUZbl4eEzUddXcjEIcx44hN8rsvq6qElmyBH8HU+Y8UfKkYkW6PSgjJB5QEBGSAKRzgnGk82ECoYTDwYMIn8rIgNG2apW9+Vbz7K83j91xWB2zscFrdjauCX9PwK0aum7YgPAz/TirqgZeb8pD0tKCHkBtbSKffIJ8naIijOHkSa2nkFkIXyBxa3WujcuMYm3BAnh1FizAnNsRz2VlED0nTsAwz8pCkYsLLoARvmEDPDn6sufhGNRWhRICCXynE+NT51gZ+CNGmIshkYEhejk5WJ6dDbF/ySWRy4kLBv332Lx58BB1d+O6qq72XdfsAZDdENBEyJOKFen4oIyQeEBBREgCkO4JxuGGlwWD8hx4vTDcRPD71KnA863m+cQJhJGNG4en+f4ErJlBF+h86Ru8NjbCU2PW4FWxdavIn/+Mv5WRv3UrxrN5MwxzvdBessT8enM4RD7/eeTcPP00jtPr1RqHOp04ZivhYEfc6s+1fm7UcRkfDnzwAfogTZqE8DEljuyI544ObKenB8eRnY25vvFGhJhF2qA2K5Rg53pyuRDO19KieZUCib3sbJGdO7G+auSbnQ0PYX09whFDEXjhPFgxfo9NnqxdV8Z92HkA5O8+sfsgJVkfFIkwV4qQWEJBREgCwATj2KE8Bw0NyHPwemFQqjwXK/TzPGKE/948CjODzsw7YzxflZUQCH/9K8Y4dCgM+I0bRS69dOA+Vq7EeHJzYVjn5OAYZ85Ec1N9E9c9e/A5q+tNFXIYOxahhKocdn09yl9ff73/68quuLUydo3escZG7L+4GKL11VcHzoEZtbVYf9w4zLXbjd+q6p2ZQR0p49lOwQuRgddBZ6fIrbcGDh+rq4NI3r8fIqq4GNeL04nzbsczZUa4D1bsfo8ZhVNREc5Xba2vWLZzn9gVnMn4oIi5UoTEjhAj5wkhkUSFgGRm4h9eZmbwCcZ6o9flwnJijdeLn4wMe+vr57moCB6T1lYIEDPDTxl0bjfWVTk9tbWBz5eqONbVhTCvCRPgiTKup/bhcEA09fXhmIYNE7noIpGrr9YMVH1o2LRp1tebCr07eRLLCwqw/UmTRH78Y3hXjCgRZcz7scJo7KqcF6fT16hWfY+ysrD9vXsxtg0b7O1HBDk9ra0QV263yPbt5uvV1KAy2yOP4HdNjf192MG4/Q0bBl4Hvb2ofmenAMOIESLXXYdGrrm5EKtz5oj84AciP/958Ia/v3NiF7vfY/pz/OmnIq+/DnG3erU27+F+r0XieOKNfp4iFdpJCDGHHiJCEoRQc2kSKcE4GcJTmps1j1BuLgRRZ6d1bozCOM+BevM0N8OAd7uRR+FwQEiJ+D9fepEzfDhEwYEDCIcynld9Lsnhw/AWdHXBeLrySuRttLaah4ZVVpp7SFQT09xcjMHthvfhpz8dmAciYu0F83cd+HvyPWuWVqDA6dRC3oqKsK7HgzHOmeO/Ity0afAObd+Oc5yVhfHt3Int1tX5VmlracE8RsPLaubtUP2Wgr1vjXO3cCFCHK0KMFiNx3h+IuWNsBs2qc7xli243ubOxTWn5j3c77VU8K6kU64UIfGGgoiQBMAsl8IuifJPM1nCU8rKEDZVXw+D1OvFk+xAORfGeR49WuTmm63zWbq74WXp68NT/8ZGCK/SUv/nS2/IORwIhWtqEhk/fuB5LSuDYHr1VXzO48GymTO1Hj3+DFRjyFFzM7wU1dUQDJ2dmJ9rrjEXQ2aG/hNPoKqbv/LPdo3dvDwIz6NHIfTy8zGOI0fQ5FWJRLN9qPO1fz/WKyjAvdXdDS/diy9q4/7kE4jXKVMGGs9qXsIR+VbGueq3ZOe+tSqRXl+PKnl2xZDVfRrJByt2wiYXLcK1deoUxGtpKa5fozAO9XstkR4UhUOsi84Qkq5QEBESZyIhJOL1T1NvpCViHpNVhaply+A5Ufk0U6bY60MUzDw7HBBCbjd64BQWwoB1OPxvR2/IjRuHuR03TuTBB81FidcLQ1KVYM7LQ4idvsqY3bwete++PlQqq6+HCFm82Hx9s1yQTZtgzM6caX0d+BPxSmTl5yPsb98+zN+YMdjPiRMQmiNHaj1urK61xYvhidGXIs/Px3v6cY8di5C8+nq8p4473EqCxnk1Gudm/ZbMMCuRvnkz5loE129dnb0KiSqMs6QElQT1cxfrByvTpmnnZfDggaIlnO+1RHlQFAliWXSGkHSFgoiQOBLJggix/qepN9J6e/Gk97LLEic8xU6FqtpavA6mB0ow4mLyZM3Ya2uDYND35fEXTmQ05MzEUHMztrlwIQxkrxfLQ60ypt/3sWPYRqBqZ3pDXwmKsWMDXwdWxq5ZpbLjx5Ejs38/xE1JCZYH2ocSv+vW4bMOB4pCTJvmO263G/trbYUwUsewdm1kwugCGed2cob03xE7dmg9k4w9p/xVOWxuhsB0u+Fxy83F9aPmLh4PVi64ANeulWgJ53uN3hVCiF0oiAiJI8ka52400vbtw1N7f53p4zm+UCpUhYveCG5tDe4J9aJFMPoPHUKonJkYEtEEydGjeH3ypLbvO+8M7fjs7lvtR2/o5+fDW2H1xF+PVb6ZmTdl8mQY/xs3akUSPvhAK3nu71pbtAghhy+9hFykjRtRgMIoUG66CaGHJSUQGXv2IJRu5Mjw7k11nFVVKKYQrHFu9h2xZQveu+gi/32qjA8FZs9G6KY+jPPMGXghFbF6sKIfW3Y2RP3ixZHfN70rhBA7UBAREkeSNc5dn8zf1ITk/4oKGFaJEJ4SqtCMdFGIUEs7Gw3Z1lbzUK3KSgiFmhqEzY0di/VHjMB+Q8Huvq2OURUr8HcdBCrEsGABBMzJk1rvoY0bkWcyYwbE0OHDMKT1BS3M5tbp1D6r7rF16yBO9AKluVnk5ZcR6nf4MD7X2iry1lsiF18Mb0qw92YkwmHNviNU6XB/farMHgq89Ra21d2NMMSCAi2MU0+0i6OYjW3bNuvQTEIIiTYURITEkWSNcy8rgxfg9de1yl8TJiDPxV/lr1iOL1ihGa2iEPon1Hb2EUwYpSrP3d0Nj8zUqVjH2NPFLnb2bZWXpf/bX5iSmXfxxz+G18bhQJEI1QzW4dAasb78siZwp05F6NzixSJXXYV92OlrZFbRTj++4mKMZ98+zOnw4Rjn++/DG2MnzyyU8+gPs++IZcvwIOLhhxH6Vlo6sE+V2XGfPInfDge243L5hnGKRL84itOJ+Tx+XOT885PLM04ISV0oiAiJM8ka527s35ORgaf1iTD+YIWm3ngdORK5MKtWBc7JCDZ0yo6BbNe7pS/PXVGB0KmPPxb56CMIit/+VuTgQfMwJKtjCLRvY5jTvHnm29cLJOO+9Ps4fBhV9A4fhtfjvPNQYlwEZcPdbhj5kyZpArerS2TrVoS/vfMOCgyIWM+tmTjOzoZnxen0FXI33IAmt01NEJgTJmhV7m69NThhEMlwWLPviB07MC8jRkDUFBT4bt/suPXeNtXQVX9fRLvJs7p+TpxATldvrxb2aHZOCCEkVlAQEZIAJFuce3MzqqZdeaWWnK2vapYIBCM0lfHa04On1x4PjLUNG0TuuAMG+KFDMNh27NCenivvhR1xZNdAtvJudXdj32bCwuFALxolLM45B6FrO3ciYX3ZMs2Y9+cB8OdZ0xvLDgfmZMuWgdvXYxUapzwxqk+TKou9Zw+2n5OD60rNkcPhv2/NkiWB+xopcaw8UM8+a15so6RE5Hvfg9F+4ADGOWECCjEEQ6TDYY3fEWVlEDgeD+bOuH2rhwKLFsGLFIogDgf99XPeebjXVNijaihsdk4IISQWUBARQoJGGXtud2LnPgVTEa6pCaJCNfHMz4exX18vsn49qsSdOQOPxBe/iPyNhx/GU/rhw/0bcU4nxJSdRpxmhuzEiSLPPGMuLFR57pMnkUty0UUin36K8WdlIbRMPeUX8e8BMO5beYFEfPPGPv7YfPtGD9aqVb4lr1XujvLEnDqFY3A48NPRAUM5MxNiRz9Hs2ZZ960R8S8+9FUFV6/G2PX5RPqxjxiBz546BVHc1YVCDsFix0tp19toFaYYaPtWDwWs7oto5jQaxdaFF0LY/sM/wNPn75wQQki0oSAihARNsuY++aOnB0IhNxev8/IQKvX3v8NwGz4cQuPQIXgOGhthLI8YAcPcX56P8pK43RAtbrc2ZyK+nh8RX0O2uxtiyChilLBQ52DIEBQEaG3FT14ejMyxYzXvnUhgD4Da94YNEIRvvYWE9wULMOb6eoic3NyB29eHXj39tMjf/gZP4pEj2GZ3N9ZTnphHH4UQys6Gx6m3F94Y5XE0XldWfWumTQt8PSqvWm8vQsyamvDbOHbl/Zw+HV42hwPHrLyFweDPS/nCC1rlO72gNoofO+Xj/YmqYLzPkbivg6keOHw4vJkbN2JZJL1S0S4MQQhJLSiICCEhkay5TyLmeS2q3LLHoxnMXV34qazUQpPcbq2yV2mpef6Gfj9Gj0xnJ/JRpk2Dwb1ihbmxqwxZFaJnJmKM5+Df/13k97/H+LKy0ONFiS/1lD87G+WklbCw8gBs2+b71H7jRoiiV1+Fx8TjQUlu4zZqauAZ+tvfMO6cHC3Ebs4cbb3qapHlyzVjf84cLSdJxPy68mewByrmIGJdDER//GVlmKMdO9D7yOvFOdu8ObSy0HqhpV6/8IJvQYSeHszZtm0Ic+ztxbGpUuMOR+zKx4dzX/sTb1bnTu/pjJRXyjiOYEJbCSHpCQURISRkki33ScTcaCspgdFZXo7lTU3wUnzpSxAZjY0oXJCdDQNfeUiGDTPP31BY5WRUVOB9Y7W1lSsxFn3vn0BhTOocOJ1IVK+uRnjf3r3wZlVUaNXRamqQTL93Lwz+qVNF7rln4Dm0Gvf06cg/2bABouLkScyZ2r4SgJ2d8LJkZGheLq9X5Nxz7YV0qeMyI1whblYMRE9lJYTZli0QLPn5mFPl3Qo2tM3MOH/pJU1od3RoDWffeQfXU3U1vJN//SvWGz4c1+e4cbGpxhbKfW2nIIPR86nKfUfS26zG4XbjXvr0U5F330XYqSrRzvwkQogRCiJCSNpgZrT98pd4Sn/qFAz8khIkfV9/vciNN0IArV6NBPDCQpGlS0X+8R/R82XjxoFGnN4o9idmjNXW9u1DIv8PfiDyjW9g3yLYprEvj5nBaBQxkyej4tyll8IIVcc+ciSap9bXw9hX7+kNeX/jrqxEmNOgQcipMhvD2LGoHtfeDoO+uxtzt3MnBILeIPVXkc4KM4PdTgU8u8VAFi+GR0if/5SfH3zZ9qqqgdfbSy9hnZISralqYyM8jYMGYT87duAzaoytrZjP7u7Y5OqFEm5mtyBDZaXWq0o/V6E0rTUb9/vvwwPa3Y35PXUK97DKC7OqHkkISW8oiEjKwdhxYoXRaCsqgrdk1iyRyy7T+s88+KDmpbn/fpGFC+FtGT9eWz5r1sBqXWZGsb+n3/q+NydPYt/79iGcSgSiSN9rSPXlMXvCbRQxe/bA0N6wQWT7doTPqaIIXV1a7s+GDQjVMoY5WY1bCav8fBRwMCtxfeIEPEIqL8vhQM5PX5+9XCv9OOzcz3Yr4AUqBqLf17Jl2KZZLpO//eu9I/PnQ3hOm+bbC6i4GEZ6YyPWVdfTyZPYxpkzEEEZGXh99izmpaIC2wwF/bGJWM9pqH2I7BZksJqrFSu0prKhoMZ96BCu2cJCeHCPHcN1uH07inWcPWsvH4z/RwhJLyiISEoR7aaCJLkxGm319Vg+dqzmVVFlnvVUV/uGsSn0noqtWxHyZsz3WLFi4NNvZWwpz8+JEzDUCgoQ1tPUhOWTJmmV2iZO1PryqOabxrEoEfPRR/A6jRuH5pcNDRAHTU3wPqj8mZEjsTw/33fMJSUwJm+/fWCj3UCNTlUFua4ubKOjQ2T0aPwePBiGvp1cq3XrMN6NG63vZzWPjY2+FfAGDcL+VQU8FRJZVmYu9ERQBGLzZi1/JxivhdmcvPkmqtodPYrrrLoa3h59L6DsbLzu6sLYy8pwHXV2wohX12FPDwTxyZPI4XrjDc2DacdwNxb2yMiAYDDOaTh9iPzld+nHGI3S3vpxT5gAb1pnJ6617GzcW14v5t/jCZwPxv8jhKQfFEQkZYh2U0ESH5xOGJYieNIezrk0Gm1KCBirlgUbklRTAxGwdStyaoz5HrNmWeeULFyIBqr798NAPHhQ6zv0yivwdOTlDazUZhZmpnI03n8flenGjIEQGTUKJcV7enzH3dODY584UTNO334b1d+yszVjUP/kPpAnQF9BrrcXgqC1FQZ4W5v9XKuPPoIoLC01v5+NIXLt7VoFPIdDq4D34YcDj0cvdOrqRO67T+tvVF2tebLsei2Mc/Luuzj3RUUwwjs6cE4uukjzWOm9iyqErLsbxSXOOUfktddwzru6IPA6OnCuu7rwd20tQsOamvwb7vry50OGQBCLaI1v9XMarlgxy+8yy6Gy0yg3GPTj7uiAuGxqwsOAfftwb6mwzUD5YMb/I1a5fdGE3ilCYg8FEUkZotlUkMSHmhrk+Ozdi9eqCEA4T2uNRpsyRsMpM7xuHYzwoUNhmKscBqPxbyba33sPBm9WFgRKVhaM3p4eVGrLyNCebKtKbapJq8pjMhrEvb3Y14EDEBTDhmEfpaUInVO5Kfv3QwQo41SF7o0cCW+ZVVWzQEnw+gpyra2aSOnuhkFsnF8zkZWTg/XNyjGLDJzHlhZ4AfQV8E6cMD8eJXT0RSDy8jDGujqRSy4JrtGw0Tt36BC2N24cDPS8PBzjrbf6Vl0TwT6qqnxFmgjO7alTENinTyOM7swZHFtlJTyAL7wAkeXvAdCGDZqoVhXzCgt9G9+q44xEHyJjTpjxPOmrFW7Zgus8Pz+8pqzGcQ8bhrk6ehTzX1iIYx8zRisXb3VMZrl9TU0Q1cuXR99TRO8UIfGBgoikDNFsKkhij3qyffAgvDcZGTDw7SRFB8qX0Bttdso1+0NvQDkcCNdpakK+kVEomIn2LVtgsC1cCGO8txei6uRJGMS5uXidkwPjcdgweH+OH4egGTcOTS714W4bN2J5YyOEwpkzInfdBRGl8mf27dNyknbsgGHc24s8lcmT/T9UsFPpTb/OO+9oeVAbN0I4GgsrGEXW9ddjXbP7ubbWPDfniisgEHbuxL7Mjuejj+CtmTvXtwjEkSMw3Ds7se3yck14mh3j1q2+eWV679zTT0PEdHQgDLKlBWOYNk37fCDD9/rrcZzHjkG8eDxatT61XeVxszpXTifCw3JycB11d2seNWPjW6vzEE7Ft+ZmXKejRmmeyj17MG4RiNeGBoSGhuPVN4579GiExG3ciPOj+lzt2KF56ay2r/6PqNy+9nbN6xvtiANGORASPyiISMoQ6X/mJL40N0MQZGXhXIrAMDx1SjP6ApU59pcvIeL7+VATuvVCfNw4GJ3jxvkWZjBbVxn55eV4Lz9f5AtfwLX76acw6kRgSDocOL68PBj+qj/Q7t14rTc2t23TxML06TDoGhoQojV1Kubm7bfxuYoKGImzZuHvQYNE/uM/7PUp8oex0t6OHfBOqWM2M/LMRNbQoQPv53feEVm7Fsv27sU89fVBgGzYgBysq67CsR89KvLcczBsJ08W+eADPPX/4x+R46PCt06cQC7Pnj0QHPn5CCN85hlzwfL446g8qITJrbei+EZlJYTWm29qRROcToiP66/37zkxzsmNN+KYfv5znP/iYgjthgacmxEjsJ4qtmD2AEg1oq2uhtj2enGOR460LhYRyf5iu3dDtO/eDaFeUYGwPZW3VlWFc2S8hkPx6hvHrYS4EsPl5RCYei+dGer/yMqVmO/ycjQ8jkXJc0Y5EBI/KIhISpHMzUKJL2VlMEbq62EkZGTgKXl5Od6zKnNsN1/CTmiKnVh+KyFuVYTBuO6yZXhPVTQbNAiG0OzZMCI/+QQicPJkCKa33tKeuJeUwPvgdiM0rb1d5C9/gRGqT+QfMUITfV1dIk88ge3Nng2R8O67eErv8cAIbG627lPkdEJ4GAsQqLl74QXk/vT0QGSccw7GMmYMtl1UZB2OZiynre5nlUO2d6/IU09peTQuF4RARoZvAYmNG7H+xo1aOfXDhzFHxvWGDsXxK+H5pS+JfP3rEENmguX4cYihvj7NC7d6NTx81dW+5zg7Gx4KVQBBYcx5ycrCdpU3R3mdLrkE/Z5GjYKoP3gQno6yMgi2K67AubZ6AKQEeF8ftqVKrd9zz8BiGf7OQyg4nZqn8uRJXKednajm+OGH1tdwOF5947j1Dx/cbghJvZfOCn0enMoHjEXEAaMcCIkfFEQk5YjEP3MSfyorIRZUI1ERGJB6AWE0WM85R8uX6O6GQCgqGpgvYfV5/RP6YGL57Qpxp9O6epu+YeUzz/h6nMaPh8dpxAgYzcqDU1EBI/P4cRyn14ttzp0Lw1mfyK9EoPKYDB2qeTE6OiCG9u6FET9/PrwT6im+GrtqyLpz58ACBFVVeCL/8MOY79JSeF42bkSI1P/+L4zMvDycJ7tGXl2dyIsv4hh37dIalR4/jjLKDgfGfvo09qcKSKiCDKqcelMTvDkXXqg9ff/wQ8z57Nk4xy4X5qKlxfpJ/aFDWGfcOMxVRQXE1qFDmggOdD0ow/eDDzSx0N6O0tBZWZrX6etfxznv7cWyIUPg6bv1Vq3AiD/RbtXDKtTiAMEk+yvRd+GFmC+3G+dszhyEviqjX38NW/XYCoVwIwb0eXCxijhglAMh8YOCiBCSsBg9BMoI3LFjoMH64Ycw2HJyYDSfPg0js6MDhrK+yEGg0JRQYvkDCXGzalvTp/t+Vn2+tdXc41RTowlE5cH58Y+xncZGJKarIgT6EKGqKoRxrV4NAVFejrmprcUxezwQOS4X8rUcDoQJqTmpq4PnbcsWzInXi3HpCxDU1sLw7urCcbS0wMjNzsZ4+vogjLKz8Xk76M/DqFFabtCpU1iWmQkPWGYm8qROn8axOBzwUKm5mDwZ10Fvr284oFpvzBhNaB07hn1bPakfPx7ipLERxnxjI16PH2//elBCRYlHhwPjz85G09zWVs3rZOZRtGpsa3bN2elhZYdgk/2N3o7WVszvtGkD831uvhnXcKS9+uFGDMQj4oBRDoTEBwoiQkjCYPYE2szgMwstUcbthAkif/+71ndk0CDzZGp/oSlWZaBffRXejWDLfxsF1gcfwBieNEl7Kq43Ls2MIrWNkSNhNKvwJ9WTyOk0DxE6dQoVzOrrEV41dy7EziefwPhXFda6upDk3tWF+RozRiv/ra/EJgJvg6rcpQoQiGDdkhIt/KyjAwJVBJ/NzsZ56OnxX/ZYCWAR39CysjLsIysL++7rw747OjDuo0exX7OCDL29OD4lJqdMEVm6VOT55+H1Ur2Z1Pm1elJfWQmRuXo1PB25uSJf/ap/r4vZdT19OsLe1PiOH8dceb2+XqclS0IzkPXXnD5EUN/Dyq7HJ9QHBP7mMFZGf7gRA/GIOAi0T5blJiTyUBARQmKK1T/zYJ5AW1Ule/55eC08HngNhg7FU/YjRwaWPPYXmmIUXO+8g/W2b4dhP2WKyL33Ynt2jBNjzkhjIwz44mIIFrPKeUajyCjSBg/29WqZHZNqANrXByO/vh6hdFdeiWMYMgRjOXECc5aXB0/Fxx9j+be+BYFhrMSm+uJkZkKUqfwtFd7V2Iifvj5sMytLW//kSYSbmYXM1dQgv2nXLnxWiTJjeFVlJQRZczPGm5GBZcpTJILy4ps3Yy6ys7HOhAnIo1JictKkgd4q9drfk/r778f+16/HdpuaMHaz69Xqui4r0+arogLb6enBb6PXKRSjPJAXNJj7LdRkf39zyNDm0GBZbkKiAwURISRmWP0zD+UJtNHYEkH1scxMGMB9fTDe2tvNk6kDGWtKXLz5JjwWvb0wovPzkdy+ahUMYbM+QEb0Ais7G+FDWVnwVHg88Fxs2CByxx3Wc6cvB6zyXYwNLc0qbb38smbIVlcjr6i2FnNy9dWYs1OnsH5TE4RWURHEgmpoWVwMj1NVFQRVdrbIuedCWC1erM2dvpjAkCHwQGVl4Xd3N9b59FORyy8feF5VmfWdOyF6PB5UJxs/HrlAZuFVH3+M43njDYzP5YKXaPt2CJ/BgyGIJ0zwDSdUYvLQIRzrlVdCoHZ34/O1tQPDGI1j/fhjCDt/lfMCXdc33IBjPnUKx6nKVKsconAagfpL0A/2frPalr+y5Ip4CZ9U9KKwLDch0YOCiBASE/z9Mw/1CbTe2NqxA8btl74EQ/7wYWyzu9s6MdmfsaYqTf3gB/CI9PYipOnMGXgHnE4tcT+QcaIXWPv3a+FbRUVaqNbmzb7iwmysEydq5Z5F4GEwNrT0V2krNxchayopv64O4zhzRitRXlGB4546FULG4dDG3t2NpPh588zHqhdk3d0iP/oRxEVPD+autBRCav9+TcQpmpsxzvZ2iE6HAzlHp05hXzNmDCyv/uc/IwRu3z4IsMGDtVyh4mJ4p7Ztw5iVmBw8WOvfM368Jva6uiD2enowxxkZ4XtMmpvhfRsxAr/PnvUVXHqmTUM4Y0WFVmUuHKPenxfULAfP3/1mti1/ZcnjTap6UViWm5DoQUFECIkJ/v6ZR6LcrNqG242cicJCGOVm/YDs4nBADJWXw6D1emHU5ubiKb4+cT+QcbJokVbSurQU3omTJ2GgT5sGI15VwDMzgp1OCInZs7G/LVswnyNHaiXFS0owZpVEX1ZmnZSvBOqECRjPBx/Ac+X1QtToexDNmmU/50MJMqcTokL9OBwQKBMmmJfdLivDXHs8EM3d3fD2qdBHfZ8ovbgePRqi58QJrbSzw4HPqXPicPiKSb0HprVVKxiRkYHj1FfOC8ZjYrxed++GR2zrVojO3l54zx59FEJv40aIv4suwjZ27EC+V7AhbVZYeUFDud+MYteqLHmsDXOjaExlLwrLchMSPSiICCExwd8/80iUm7XaRihiSBlZ3d0oetDTAyHU2Ij3x49HQr4xcd/MONFva+NGiI8FCzRj1+GAx2DCBBjQViF4ekHZ1ARRJoLKanl5CDVThrZqujp5MraxYsVAo1i/vTFj8PPuuygL3t2t5Qb5K27hj+ZmiNKFCxHWlpnpW4TBOE+VlZjTXbsgUrKzIVzOOUebR/3YledFBOt2dmrb6uvDvOpDu5SYVOGGyku1aBHGtXcvvESHD2Nui4rMxa06nyo/y+p6VX14hg/HddPZCSGrQgnXrsXr888fKKhFImfUm523UO83ta1gPUzRwkw0DhuWGGOLBpH4niSEmENBRAgJmlBCeQL9M49EudlIbMNoZE2ciOU5OcirmTdP5KabsO2hQ/0bJ/ptKQ/QvHmal6K9HV4JERjjr74KIaI3gvVen+xsVIcbMgSelI4OlBt3ubSQt7NnYUi73fhZtUoLkRPRcj7KyrTtqTLU55+v9Ug6ehQel61bB4rKQOff6YQIyP6//zBz5mjhaEahpUc1L127FseWnQ1xYgwLVJ6Xjz/WCiYUFmKd0lJ8trYWwnXZMq0whDKSKyp8jWT1GVUlr7UVHh2V92R1bajS6WbzoATnlCkQWSIYZ1kZxNGZM/jbTFCHGhoVzH1pLGmv+k3ZIRE8FVaeoNtvj//YognLchMSHSiICCFBEU4oT6B/5pFIwA5nG2ZG1v795o1URfwfj3Fb+/ZBJKg8Fo8HQuS88/DZ2lp4dy66SDOCN2+G1yc7G+KpoQH7ysyEEX/mjCauenpgyPf1weA/fRq5Mnv2YLuq/09RkSb0jh+HsNi+HTk699wD8fP44wgva2vDWD7/eZGf/MReKJf+/aYmiIrSUi33aM4czKUxh0hx440oDV1bizHk52uG7apV8H5t2AAB1NQEcdHbi+O55BJ4eo4exbG2tGCdqir/RrLDAcGrQhqzsxGK6HD4vzaMZaz1KNHgckHUqTyqs2dx7keNErnqKmsvU7BGfSj3pWp6G+y9nAieCivRqM95S1UvCiv0kYjh8eAGCvX9FIKCiBBim0jE5yfyP3N/RpY+h0WP1fEYtzV5slZt7fhxGMmVlfBiNDRovXyUEawE1IgRCLv6r/+CF6esTGs+OmUKQsq8XnhgTp3SmoY6HBAHOTlaOJwIKqqdOCHym9/gvfx8GOudnVoVudWrsa/OTgixtWvhWbr3Xq2Mt9n5118fDofW52jwYBj/IhB4PT3m/Zf0c9rcDKGjcrS6upDnc+gQ9puTg7lR3qwzZ9AX6MQJCLCuLpy7hx9G81p/RnJ3N8akPEwtLXit9xAZS6dnZeE8BipE8Mtfah7C3l6Irgsu0HK5Lr3UvPdWMEa9ft5HjkRYolkpd6vPhHIvx9tT4c9LVVaG/k0iwfcMs0sqVrEjacauXSKbNiFWubh44PsuF77858/HE7MUh4KIEGKbVK9yFMlQILNtTZmieZtUvpC+2IGIZgT39iIfYvJkhFy1t2ueob4+bE8Exu/UqVqPHhXylZsLkVBdDfHQ14ef06fhAWlpwbiGD8c5ra+HV6a1FZ6hnh6tp4/Hg/eeeAL7Mct7USJGFXr4+GMUScjKQo7Ts89iH319OIaeHs0AF/Gf+F9UBKGWk4MQtWPH4CmqqsI8jR6Nfc2cCQ9MR4fWm6i+XuS3vxVZvtza0+dw4Ljcbnx+0CDM9bZtEF2Vldp4PvgA+25pwRzv3m0tlktK8Luy0rdU+he/6NsTy6oIh13Boebd4cC8d3Zal3JXhnxjY/j3cjwfbliJxrq6gZ6ySI8xVavYkTTC44EYam4WWbNG5JZbfEWRy4XlLS1Yr6oq5T1FFESEENskQu5ANIlkKFCgIg9lZZpXSP8U21jJq6EBIkJ5hVRoV2srjN49e2AEn3cePCHTp+OzLS3w9OTmwvg9eRLb2b4dXqGMDHiW2tshThTjx+MzLS3Yp9cLcZCRAWO6vNz6/Kvro75eq/aWn4+cp61bsa0JEyBYTp7EsWzYAOFhlpej5k+V7p47F+JnzhyRv/4V+6+owPhOnUI+VEMD9j1pEjw4ra147/vfR8nve+4ZKGDKyiA8Vd7Vhx9iXn7yEzT7vesuhPItWACPU1cXxE5FhXXYXE2NyMqV8Kx1dUEETpqkFVu49lr7RQwCofLBtm6FmHM4zEu56w357GwcazTv5Wh7Ucx6ka1YEd0Kc6lcxY6kEVlZ8Awp0aMXRXoxVFqK9VJcDIlQEBFCgsBo5GdnIy8klYhkKJDVtsyeMJtVc2ttxXonTiAULiMD2zp5En+rKmsdHRAxRsM8IwOhUx9/jM9nZWlekGHDIJROnMB6U6ZowuyrXxV58kkYfWo7Hg9+5s1DaJqZYFTXx6pVWq5MdTW8UpmZWp+gggIYlhUVMNpVIYkPPoDgGDVKE0dLlkAAbtiAY1TCcPx4CKq8PAieceNELrwQHqOPP8YYVYPX/Hxs78CBgaFk+qpxr74KUdXeju12dqJ630MPYd3p05GrNGoUcpgKCgZ6VZxOLf/J4cAxq/5Kyr7o6YmsV7WyEudlyxaIr/x8zHt3t7YfM0O+tRXHGOlcG6cT52vzZq0nVLS8KPr7JRbV7+LtJWeoHokYxcUQQXpRdN11IuvXa19WRs9RCkNBRAgJCmXkK4PnrbfwhD+Zw0aMRkYkQ4GM23I6YZR3dmrV3ayeMKveRS+9BIO/qQkitLAQxrbyMHm9CG8zGmXGktKqt8+gQfhRn83I0LYlIvLYYzDaf/1rCIrsbBh/ubkil1+OKnvG3i/qtfH6UCW8p0/HvhobsX5uLoz4Dz+EUam8Rq2tGIMKKZwyBZ6dWbNQ4GLzZpGDBzG+rCytue3YsdjGpZdibr1e5BuJYPulpZi/U6e0eTIK03PPFfnoI9gCbjfmKjsb4u6ll+DhGTECRn5BwUCvitpefT3GOncuQu+bmrA9VQmvqAifiaRxu3gx5kZ/XeXna2MzM+TdblQgrKiInIFdU6P1dcrJgTCz6usUaeM+Fh5su/uIhnBhqB6JOEZR9NxzWJ5mYkiEgogQEiLbtvlWAEvWsJFIGRn+DCD9exs2wFjMyxM5cgRzpp7kiwwUGqp30YwZKLTgcsHAPHwYuT5eL0SLWW8fEa2ktKo+19iI/3tDhqDQQVcXxImxWernPy/yl79g3b4+GPEVFRBiepH3wgsQC93dEAtq/u64A0a6Oh6V25GdDe/O9ddDvBw4gOsnKwvCQR++5/FoJcX37xe55hqRX/wCx5ybC69LczPGd/IkxlRRAWFzzTUoHLF3L4RNW5vvPJl5TLZsgbD0erF/1SC2sBDj8lfBTL+9adMgirZuRRGLc8/F8Z85gzC+wYNF/v3fcUyRNG7nzYMoOnZsoMfHypAPpuiAnXLr69ZBlOXl4RzV1aH6n/H6ioZxH4vqd3b2EY1jY6geiRrFxfAMKTEkgtdpJIZEElAQ7dq1S2699VbZv3+/fOMb35B/+7d/kwzVqIMQkhDEO2wkUkTKyPBnABnzNo4fx5NzhwP73boVOTFmTVmNTSYnT8Y8L1wo8sor+FsEXpRly8zH7HBgO243QtcKCrRQLrfb/Cl3TQ1CvpqaIKaUICgo8BVdL7zgm1PT2wvvgNerGdr6cDqz8EFlXB4/jmPMyYH3qrERRvXZs1juckGwfPop/vZ4sK4IBI8SlZ2dIjffDDGWm4sqb3v3Yr2pUyECrYoKHD0KwZSRgfF4vZonbvhwjHvWrIF5Kzt2DNxedTUa0tbWaqGNJSXw3pw4gfmdPdu6Wl8w3gXjNbZwoW/ukJr/cMSCcR/z5mn7MBZqGDsWYt/jwfkwNuONpnEfi+p3wZTbj9Sxpcp3LklAXC6EyelZv54eonjS1dUlV111lXzhC1+Q//zP/5Tvfve7smbNGrn11lvjPTRCiI5UKa4QCSPDrN/QypUwfkeM8H3vk09gHM6aBYOxsxNC49xzzctZX3MNRMa+fTDI6+vhlVu8GD+qqaa/p/xlZRBMbreWL3v2LIoT1Ndry808HYWFEETt7RAG+mdTTic8Q11d+FxHB8RKTw/C0saO1YSh3sA3FjTQG5fvvAOvzqlTOO7ubvzesgWlw7u7IXIyM7FflddUXAyxNnkytjl9uu+21TydOoV5fvllrajAvn3avJSX46evD2JQeZeGDkWpbIUSekoknDiBcZ49q+VK9faip5T69/Xss9p11tmJ+Ro8eOB1Z1YlzZ93wcwA37YN14cR/Vx3d/vvB2W1D4cDIn7LFnijVCijEkrt7ZhXVcLdrBlvtI37WFS/s1tuP1LHlirfuSTBMBZQ0OcQmVWfS2ESShC9/vrr4nK55IknnpBBgwbJo48+KnfeeaepIOrq6pKurq7+121tbbEcKiEpRzBPpWMRmhILImFk6A2gw4dhRJ86hX47X/iCr3E0diy8CSIII1ICZ84c5NLojajNmxHBcOoUcmF6e7HulCkwmhct8t9jRn8u1blqacEYjx9HtTmHAx6T++4baKyq5H9VXCAnRwtRUyW2e3q0kLzsbHgIBg+GeOnrg7do2zYUJvCXXK+My1mzMOa1azG+ri6E6mVnY1+9vSKf/azIe+/Bm9PXBwGiKuXt2wfvkr4Uttq204nj1OfY7N+Pz3R3Q1DdeivOxapVOA8XXIDcrZMnB+bKKZFw9KhWhru9Hec/K0vb3uc/j3X119nx4zimEycgdNV1191t7l0oKTEvF268/jo6IMpUYQez66OyMnjRZSynnp+PYzx9eqCnq6VFa5armvEavVXRMO4TpdhAtIRLqnznkgTCKIaU+DEWWkgTUZRQgmjHjh1y0UUXyaD/y/Y999xzpVY92jPw2GOPycMPPxzL4RGSsoQS8x7vxozhoq8upu8HFKyRoUoef/ABttndDY+CwwFRk52tGUduNwzH/HzkVJSXY39VVb5GlL4p6/nnY7tZWeiP19GheaBUCW89Vueyqgrj+dGPsH+VT/SXv4h8/euaaGhs1EL72tth2BYWank6qllpWRmM+Z4eLD94EO9lZKAwQUkJPEbvvANx4C+5Xs+NN2Jefv5zCKucHHiFDhzQ/l64UOTPf4bhnZ+veb1yciBgzEphq9ytrCyc63HjIDYnT8Z+2togkAoKYAeofkT79uE8GHPlmpshaE6exPaHDsX2VLU/jwfbUx6YBQvgUdu1C+MtKsK2W1shcm+4AdfM8eNakYlRo0TefhviOjvb/N7U90favx/nLyMDn8nIGHgfhxLSZSynnpurFWzYvdvX02WnUEOkjftEKjYQTeGS7N+5JIHwePDkyayanFEUrV2LRm4pXno7oQRRW1ubjB8/vv91RkaGZGVlSUtLi5SWlvqs+8ADD8g999zj89nRo0fHbKyEpArhxLzHIjQlkigRZMzX0fe+EYEXx67BUVcHo3bXLvwuL9canh47BuN92zbNOLrnHv+5NMamrE1N8NKIwNhtaNA8UMuX+xp+gc5lTg5Ey7hx+H9YWAij/tAhrcS3ywUh5HJpVdby8iBwiopgtIv4Gn69vVpfoaFDISa2boXRPGgQflsl15sxbRq8OH192F5DA+ZTidd9+zCmCy7AeyqnqKkJx+ZyDSyFrSreqVLcTie2MXUq7IHhw0XefBP9jURwvB4PBMrkyQPDn8rKcLwtLdjPqVOYq/x8CIShQ33D4DZuhOhqbMQYL71U807dfjsE4wsvQNTs3o39FxdjXkeOxBjM7k0lth56COs6HPjssWMDS4yLaEJuxAhNdAUK6bIqp66q7bW1Yf727cOy0lLrZrWKSBn3iVhsIJrCJdm+c0mCop6wbdqEPkNGD5ASRWvXYr0UF0MiCSaIsrOzJTc312dZXl6enDlzZoAgys3NHbAuISR4jCE3yqMR7WTdWIe4qKfIx4/D6FR9axoaNI9CqPkbI0bgZ8MGhBHt3Qvj8JxztHwf47Galdg2a8paVAQDtKcH4W56D5TR8NOHNjU14bN6ATJ+PAzYgwexzY4O/J/buxdP//VGpSq8kJMDY/fECVwbykOkH/P774v88Y8wxOvqYPSrSmOqfHVu7sDkeiusnrKrc+F0Ypt1dThOEYwzMxPic/583wT+99/3LdKgQvCysnBcgwfjfJ04gXkZNw5z09oKA7++XusnpMKfKitRKa+2FvsoKMCPOlazMLgJE+DpcrmwfVUkQ+XybNyohei1tGD/FRXmgkx//UyfjvdEcG3k5g4sMa7YvRueu127IFyGDUM+WXe3/wcBZuXUi4vhDdq/H56skycx3meewdiN+WPG7foz7u1+PyRqsQEKF5LwzJiBm9pK7BQXp4VnSJFQgmjIkCGya9cun2Vut1sc6pEkISTi6ENuGhthyOTm+uZh6ImEkIlViIsaq94oHTUKx3bypO8T8tpakRdfDO5Js1FMFhaitHJvLwx0Vb7ZrnGkX095bI4dg7ByuVCIYehQGNaDB0Pc6Q2/sjJ4d15/Hf/DPB58VomD6mrkzK5cqeUHVVbiIWFXFwxrNSduN0pGb9sGwdTYCONZb+yqMc+dC+9KXx/ySZT4UN6iU6dwno3J9WbnSl1XVVVoyiqiFY1QomHkSKz3P/+jFTIQ0UqQz5zpW/Tg0CGIp95ezJ3bjfkpLMS1obxyw4fjtWoe29ICsZCfbx7+dOmleIi6ebM23xkZWnjf9ddD7OivkdJSLd+otVUTWM3NOJ9jxyKETwTCVQkxf/koas4aGzEfquCEUXw6nWg+W1aGMbW04Ho9/3yc10D3Y2XlwHLqlZXwBj766EBPVlPTwMqJdu7zYL4fwsnZSZS8I0LiRiCxkyZiSCTBBFF1dbX84Q9/6H99+PBh6erqkiFDhsRxVISkNirkRpVPVk+NzfIwIiFkIh3iYmXU6Mfa2wuj/LLLYJSWlGjNN5VRKhLck2Z9vk1DA3739cGgPf989Pk5dgxCKxSjyxh2c/w4jM6WFhjK27ebC1clwqxe/+M/Qvw6HAh1amlBzk9PD570jxiBp/yjR8PwnTMH+x0xQqt0ZwzF0nt06uux7QsvxNx6vZjfm2+GMW02B8brauLEgT16VCEHo7hwuyG+VPGHsjKRq6/2LXpw+jSugdZWiKPRo7Hd0lKR227TPCTPPKMVSVDNY++6C/eB8Rzqx1xaqhUPeOcdrS/Txo1YV2+wFxdjPAcOwGOnju2ddwaGyw0ZgpDLjz/2n49SWYmy6y0tviXGjaXY9T2wsrIgNM+exbZLS+3fj0aB73Dg+td7sj76CPMQzHZFgv9+0IfzbdkCEWhVgl5PIuUdEULiT0IJoksvvVRcLpesXbtWli5dKo8//rhcfvnlkpVGCpWQeDB9usikSTB6i4rwdNwoBiIlZCIZ4mJl1JiVwm5ogBCYOhUGf2cnRMbw4eaFDfRPmo2iS7/f9nYYollZMKArKxH21NCA91av9l9hzR96w1OFaOn7/lRU+ArX5macvyuv1Bqu7t+PkLG5c7GOyn3Zu1cTChkZmrdE9fJRXoB9+3AchYUi776L986ehXF9xx3aWPUlrlevhlelqEirpGclhrZuhcfK4dDOlVWPHlXA4pNPkJukcoyUVyQzU+Taa+EJ27HDt+jBlCm4zlQe1aFDOJY//1k7L8orp4ozXH89ijyo+VdYlbqeM0drpKuuoY0btdynzZshoisq4PlZsEC7Xl99FXPc24vXhw5h2x9/7JvjZnWPGEuMG0uxqzwq1QMrIwPXxoQJEMOjRoV+P5p5adQ8G7cb6AFBsN8PTifE5Zkz9saqPpNoeUdqXPRYERIfbAmiTZs2yfz586M9FsnOzpbf//73cuONN8p9990nHo9HNm/eHPX9EhJrEu0fn6oY5vFADJmFnYQqZIzHGqmytP6MGuNYs7NhMO3aBYN76lSRH/94oJFplrdizCtSxq1+v52dyKVQfW727ME+vV6IAWOFslDP+fTp8J6MGgXj2eOBgalKLKu5PXFCyw1SRYLefFMTfhkZMLw9Hi3Ua/RoCIJzz9VC0158EeN2uyE4ysu1nKbNm82bf1ZWYvsq3K+8HHPW3Kyto87fhg0QJDt2aL17ysq0XLZDhzDPqkjCyZMYowpx83ox3spKLbzsvvuwfWPRg44OCBEVwqcM9qNHtfNiNxneeH0VFeEcbNtmfo+oBw7K06bCypSY3bABf6tQt74+XDezZuE4zby1ZvgLzWxuxraqq3FNqx5Y8+ZBUIRzP5rlfF1/Pcat367bHfgBQTDfDzU1mmcoJwfHlpsbXKhrouQd0WNFSHyxJYi+8pWvyDnnnCP333+/XHfddVEd0DXXXCOffvqpbNu2TebOnStDhw6N6v4IiTWJ+I/PTqnYUISM1bFGoiytP6NGP9aiInghBg8WufhieEXy880NTKNBLCKyYoWv+FHhUOef77vfigr0nFHhVY2NaMYZzpN3I2VlMKhdLgiKujosX71aK7E8cSKam6o+QYWFWjjfunXIyyksxLrvvadVZ2tsxPa7uyE6hg3Tcm1ycyEoTp+GZ6a6WvMm+UvA11f0e+EFLa9m6FDNkFVNSt1ujGPsWIz7zTe13kMlJfBOffyxJijq6zHmri4UCRg1yjdUSl/0oL4e4qmrC/vKyIAHSESrjqcEm50HFfrrq6tLa0D6l79gXszukebmgWFlymPy+uuYh6wsjKWtTctBi5SxrprcZmb69sC66SZN9IdzP5qJyaFDte1mZ2PeAz0gsPNdJKI9EFHFO3Jz7VcyjGWTUzsPvxLVY0VIOmFLEDmdTlmzZo388Ic/lAceeEC+//3vy9KlSyUnJycqgxo1apSMUiVzCEkhEvkfX6Cn43YNFYW/Y41EWVp/Ro1+rLW1MFbnzkWyeiADU/+UfceOgaJLlTa2MqbU543NOO0aXYGqck2cKPL730MMqOah+flaA88dOzC+oiIImDNn4M257DIYpSIYR18fQry2boUxmZ2tNUEdNgzC48ABrV/RiBEwPs8917cPjRVq7Bs3+jYv3bEDoqe42LdqnapIt28fDOeuLhxHbi6EwYYNOF4lRE+dgldIBNtRhRX03HgjwuvWrsVcZGZqJcxPnEC4mCrVbSzFHuhBxQUXQMjs3InxVlVh211dmCd1jyjvmKrKZrweRHCOSkqwjurllJWF35Ew1tWDCSXUhw3Teh+p82QsYKEItmGzfh39fd7YKPLkkzhXgcp9mxXUMKIeiIwdi2IjHg/m3U4lw2C/y0LF7sOvRPRYEZJu2BJE+fn58u1vf1u+/e1vy4svvii33XabfO973xtQ/e306dNRGSQhqUKi/+MLVA0tGCET6Fit9mU0wKwMskBGjTGnJTcXRlMwBqaZ6NL3wwmU6B6s0RXIgHI6kfcxaZIWjtfaqpXXPnQIQiErC+/n5Ggluz/8EKKwtBTG/ObN8BjMmYOwqcpKGOaDBiGMzeWCIGlshEcpNxc5V0pI2DEgjc1LVWhbXZ3IRRdBlHk82HZhIcapmq+63fh7zBiEuZ05g/OhvH7vvw8DuLIS4zTru+N0QvDMmAEvUlYWhJHqnaO2tXDhwDBIswcVKsxPzZ3KW8rNRUl0JUTvuQdCUomsl1/2LRahvx6qqmDA19drYZAOB85DQwOEaDjGuj5Ha968gb2PzK45s8IRoXqz1X1u7LGkCncY70N/49Gj7k23G3OovHT+KhnqiXaT02AefsXSY0UIMcd2UYUjR47IU089Jc8995xccsklcscdd0ixsZETIcQvqfCPL5BoUkQixM6s2pjeILPj1dLntAT7NNhK1CxaZF55zEgwRpcdA0qVZi4rg1Gfne37VHz8ePxWRm9uLt7PzMR2VdlslwufXbgQeUDGPCk170VF+HxvLwSJagc3a9ZAw9hMuJrl8eTkQLR98IGWx+PxIKQxLw+fUU/71X5V6NhVV0Fg1NZq4q2oCMfZ1TWw745elDc1QVgpkVhUhNyepUsxZ6+8Am+EEu8ffuhbjMIsX0Udy5Ah+Izqv1RaiuMwiqwdOzDfQ4f6ej6MFeLOOw+hbNOnY35Un6JQio6sXAmxUF6O7Rh7H1ldcyKR82ab9Vjq7ETlwUDFKqz2qb83u7s1YW/Ma/OH3e+yUAjm4VesPFaEEGtsCaIlS5bIa6+9Jl/+8pdl8+bNMnPmzGiPi5CUJJ3+8YUbYqevNjZypHm5Z7WfcJ8G+wsLsvqsXWPK7nrGktJZWQP7DO3eDaHS1YX31XpeL+a2uhrG9fHjSPAXgUdr1CgY4SdP4gm6sTKa0Qjdvx8eBIcD4W7PPQfPissFT8svfgGReddd2McLLyAsraMDY122DPOmz+NxOiFgVE5QSYlWAn3kSPx2OuE1KC9Ho8/WVm1OrrpKK07w179qVfI+/RSfzc7G9hsbNfGg9yKUlOB4PR4sv/ZaFGCoq8N1tX8/rrHqaoicw4e1YhTKI2jMV6mq0jxap0/Dw1NUhHkzGsRdXRBTDQ3Yv76CnVWFOH0zYYfD9zOBUPeTw4Fz396O8EEVuqfymqyMdpHIebOVp3DMGK3H0vHjOJ/G9YLZZ7S9POEQ7AOhRD4WQtIBW4Jo5MiRUldXJ2PUNxkhJGTS6R9fOCF2xcUwmNvaYPRalXu2i5UwsRMWFOknyVbeFNUgVz1F1/cZMj5lP34c8zN2LISAQs35889rDUNHjECY3FtvDSzycOiQuRHqcGj9jbq7sY7bjfPQ3i7y2GPwjIiIfP/7EC/Z2QiJa2nRhKsy4F96CUKjsxNeF5WbdPQoxNfQoeittHMn9jdpEvYzaBDE19q1Wo5Tayu2v38/ttHUhDC+ri4UsjAW8Fi1CsdZVobPFRVh7o4fx7nPz8eYtm5FP6CcHOz/vPN8C2lMnOibr3LqFLY5aRKEZ1sbtq2MXmNhD1WI4sgRTfzoy3qbeUuOHtUaJhs/4w/9/eRwoMJiU5Nv7yP9GM2M9kh5s3fvxj28a5fW58wsXC4Ur3I0vTzhEMrDr0Q9FkLSAVuC6P/9v/8X5WEQkl4k8z++YEuGhxpip3JY9u7VwqKsyj2HcyzRKnKhnycR7W99eFp2tm+Yj75Brr7P0KRJMOhPnEDD0xMnNMN97lx4XfTjrqwUeeABhF3px7Bt20Bjc/x4/0ZoWZnm8VCCSAQG+hNPwCvS2grhkpmJ93fv1oz35maM/9vfhkG+YQPOZWOjlvfx7LMQJaoi3vnnQxipXkavv45tXXklvDh79oh86UvwMJw4AWE0ZAg8TcYKZosWwYN26hQ8L6WluI7MxGB5ucj//i/WHzNGS/5XhTSM+SpDhojMn4/9qwa/eqNXX9ijsxPH5vFA/DU1QWhZldNubsb4nE6cZ5VP5+8z+utOX8Rh3Di8HjdO5MEH4QUTGWi0q+vR7L1Qvdl6Id/YCLF85szAcLlI7jNRSKeHX4QkOwnVmJUQktiEk2QdSEiZGUNXXSXy3/8NYy4/P3C552CJVpEL/Ty53Vrj0+xsGIQjR8LA3roVYVSvvw5jf8IE3z5DBQUIHXv0URz3/v0wxMeM0XJo2tuxnjG8TmSgGDUzNqurtYakZkaoCnv74APsKzsbYWOZmfBelJRgPa8Xx3T2LATm9u3oY7Rvn29ls1mzkEujcnFmz4aAEsEcuN3Yl/LINDXh3IhAKI4di8/X14vMnImxjBpl3gRUzce0afic241cJSsx6HbjOquvxzlU3owhQ1Bdb+dO30IUSshaXdv6ULgHH8SY8vJwTMXF/q/l3btR5e/kSS2Xq7QUXih9bpPVdWdVxEGJIeMYVbGIt96CcFb3drgGvbrHLrwQArO9HfNtDJczjidVREQyP/wiJJ2gICKE2CIcb4pdIWXWB+jkSRiDyqDt6/PNEwmHaBS50M/TyJEDvRt792J5XR2M77NnRT76CMb2uefCg9DbC5Gzbx+Of+RIVErr7UVuy8mTMIzdbvS+cTgwbhVeZ4WVsRnICL3xRozv17+G4MjLgxhzu3FOPR6MRzVUHTMG6/f1aefM7cbP/v0QEspj09UFg10EfxtLm6tGsCJa9bkpUzB3/pqAGs+jqqznTwxmZ2MfkyZp3oymJgiL3l7fQhR289jU8sJCiMieHi2naPBg82tNeVXGjtXmtacH14TT6dtoV91HZvenPhcskLjYts26R1A495nxHmttRQhnooXBJVqzbEJIbKEgIoTYIlRvSrBCymgMLVuG9Y8dw9Nlr3dgnkioRCNEx1jZzMy7cegQRF5GBozdigocV0YGflQfm95evKeaeV54IZZ5vZg/VU0uIwM5LBs3+g+nUsdsZ96N3HUXvDoHD8LA7uuDeDjnHJzj48cxrnHjEM724YfwHnV14RhOn8b8trQgZEwJXKPg2bcPxzhjBgSk2419eL24BoqLRe69138TUP151ItxM0Fj7JXz7LNaYYsTJ9AQtqTEtxDF4sXWBrTZ8uZmjG/hQgjh3l4csyp3bnUNXXopwvh27cK8qetK5Tbp7yOr+1OfC2ZV0r6xMfC9HapgSIYwuERslk0IiS0URIQQW4TqTQk3LM3YTyhQp/tgiXSIjn6ezLwbKsn98GGIGdXfOj8fIuHYMZFbb4WI6O5GmWz9nA8erIWTNTfD89DeDtHU2hqZcEIz47eyUuSHP0SBAtXrqKMDRntHB7xcdXU49p07MSbVo6exEd4NZXBOm6YZyceOIVQwIwPbOHgQ3pC9ezEf//iPECAi5mNS4x02bKA3RN+Dxyho9CgxaGyme+YMRNTYsb7X7oYN2I7RgLYyrNU10dcn8oUvQOjl5w8ch9k1NG0axtDUhDm68ELz+yjQ/emvpH12Nq5Nu5+1KxjUdVRVJbJiRWJ6YBK5WTYhJHZQEBFCbBHqk95IhKWpJ+C9vdZ5InaxMvYjZfzo50lv7Cvvxj33wNj6+c/RsLO1FYb3BRfAKFWCQY3HmN+jwsNcLoiM9naIorY283kN9sm+P+NXLx71Yq2oSBNr55+P42hpQThgRobW96eoCIUjzIzk48dFfvQjCMTycs0jpC+iYbdK4KxZWg+eLVuwvKcHeStW14yapwULRF59FZ8bNAhG8okT8Nop8bB5s2/58nXr4EUyGtarVuE4jAKwvNz/vaO/hj76CHNy7bXwLlrdR/7uT38l7dVYT5zA2BobfZvBhioYksXrkujNsgkhsYGCiBBim1C8KZEKmYmEsIqVkWaWC2UMVeroEPnsZyEe6uoQRldRgRBBs8R8s/AwlWyvxIZxXs2ON1A/pkDGr16YKLFWWwvBMXcuEv8HD0aZZRHsZ/Ro5FANHgwx9/LLA+e/uRnCKS8P64lAdBmbrdoZrxInp08jZM/phIdFVbzr7oa4UHNgLILR1aX1NSovF/nb33C+CgpErrgCwiFQ+XLVd+jUKXiYbrghOC/JokUY89q12O7770PoGYskBLpW1NzqxzZ4MI6nuFgb6+HDWinsBQt8z0uwgiFQw9dE8hSlQrNsQkj4UBARQoIiFG9KJMLSwhVWsQ6NMc6T/m+jkTlpEkTFrbeaCzTjtoyeGrOkebPjfeIJiIXeXnNBGKzxW1UlsmSJbzltj0crBjF7NkL5GhrgVREZ6FlR819WBvFRXw9vl9eLbZWXWxunVuM9dAgeJ5cLAq29HULn8GGItmee0USiarpqLIJx8cUY4//+LzxLqs/QyZMQS/7Kl6u+Qzk58A653TjWFSv8F73Qo4onHDyIY1NFHn76U/9FEszuT6PR39amhTDm52tjPe88jFWfixaKYLA6L1ahhvEkGXKcCCHRh4KIEBITIhGWFo6wimVoTKAwNaOR6XbDizBtmv19BJpP4/EWFYls2gSDfOZMc0Fo1/h1OrUyzUpc6b0XxmIQo0bBWyIictFF5vNfWQnvWGurVnVu7FhU3tu8GV6x0lJfMWA13vHjsV5rKz4ngrDCESOw7dJSLXTsD3/A+5/7nFYEo70dHpmuLgigqVOx/eHD8fmFC2HYGyvWffop+gSp8uh6j1mw11ptLfKoBg/GPlwuvG5pEfn85+1tQ50rFQq4caM25ltvxTjNvHvG8xKsYDA7L1ahhrHM1QlUHj2RPFeEkNhCQUQISSpCFVaxCo2xE5YXjafSRmPPeLz19VjPWCBAGb5WhrNZGN6qVVofoepqeFf0JZ6NxSD27cM+c3P9z7++gMb27Sgt/cQTWjnvwYORkzV5sjavCxZAhOhzX6qrkWu1dSvCEbOyIIi8Xq1f0eHDEBiNjRhzTg4M9bNnce6KimC8Z2VhLiZN0nK8Fi/Gj36+a2owb93dCLUbO1bzmIVzrWVk+P4OBuO1uGABvF360E1VrMTfWIMVDGbX97x56HEUbg5gqAS6L+NR6psQkjhQEBFC0oJYhMYEE5YXyafSVsae/njz89G/x9ictKwssOFsPL7OTuT65OZCcFxyCfJq9CWeVX7R5s1aY1YRhLIpYaFP3NeH/5WWolJdXR3G1NcHodLTg8+pELSmJoiQnh58Tp/7cumlqKR26BDey8iA6Bk8GAJt714IreHDsc3DhyG6RozA8Xm9mLMLLsA2amu1XCB9PpXTCeGmKiCefz7m9tgxrXy6v2vNymsxbRquoQMH4KnyePDarhfR2A+rvh7FIvRl2ZUIyMgIfF8EKxjM8ui2bYtPrg4ryRFCAkFBREiSEkpfkHRvPhjt0Jhgw/KCNTLNzp+Z4btqFY7TeLx1dQMN3+PHUY2tt1fLk7HqZ6SOb+xYkSNHYKR3dmKfxlyfRYuQr/TooxAZKpeosxPhWqqSnhJje/ciPK2iAtvZvx9jEYGQ6erCGNvbIWqOH4dnqLRU68ujH7fq/TNhAgRUZiaKLKgQvOPHMeYZM9A76f334cWYNk3kP/7DtxlwRYXvmBVq7PX1GO/cudp5d7u18ulqXvSFHPSfN/NaVFaiIqEqc15ePrDghj/UuXI4RD7+GMdz9ixCHe+4w3fdaN0Xxus7Xrk60QyXTffvVEJSBQoiQpKQUKqlJUsZ3GgTzdCYUMLy7BpUVufPyvB9/nmRL34R2501y7xXT10dBMu770JQFRZieVGRubGojs/thgG9dSu8M/n55satwwGvy/Dh8OYUFWkCQ0TzrPT1Ybn6XVwMwdLVpRVX8Hrxk50NoZSTo4W/WfXlcbshQs6ehccqPx+i6uxZbKezE/v84AN4gf7rv0SGDIHAamrSSqUvWzbwXtEL0WnTIIq2boVwMZZPt6r2F8hrYSZU7F4vZWU4xq1bcdwqJE5fxlxPLELG4pWrE61wWX6nEpI6UBARkmSEEv6RDCEjyfik1Thmu2F56nO7dyOMSe8BMDOo1Plzu+F1aWvTzp+Z4dvWJvLssygXPWKEbxNONaayMmyjtxdCo7cXAkT1ReruHjgO/fG1tsL7Mm+eyE03WRePcLtRuS0rCwb5hAk47o0bNc9KVRX2V1EBL87gwVqIW08Pxqdel5dr/Yw2bvRv5GZk4LhcLrzOy0NonMp9qq0VeecdrNPdjX339ors2iXygx/A22R1Peq9Dh0dmONPPhkYWmd2761ahW0fP44QO39eC71QUflbga4X9bl585DrlZWFa6O6GscZjGck0H3p732rnl9q/vSvo0m0cvYS/TuVEGIfCiJCkoxQwj/i3XwwkFGVLE9a9cehws+MYw70FFwd6/Hj8F54vRAA9fUQGWYGVXMz8l5Uj5zcXIiC2lqIiHPP1QzfrCwY/h4PzrPLNbAJ57p1IvPnY59Dh6IEc1cXPCYlJfAkORzmc6D647z0EsTKgQOYC6vryFgM4OxZiMD8fM2zUleHQgSNjfBSnTqF33PmQDCdOQPD85ZbRL761YH9mMyM3OZmbOOznxX5+9/xmeZmzHdWFrxWY8fCO3b0KJbn5eF3a6vIa6+hGarVcSkh+tZbmOOODgitBQt8BWJzM871qFFYR/UnamjA8fb2ilx4YWCvhdOJAhMHDmD86nopKbEuw714MTxC+vC//Hzfffi7NwPdl/7et3ovlve6/tgi7Z2K93cqISSyUBARkmSEEv4Rz+aDgQygZHnSqj+O7GyUPx450nzMVuFH+mMtLoZB63Bg3a4uGFS1tQM/290N47mvDwKosRGi5Le/1cLSxo6FcVxQIPLee/i7sBCf7+iA6FKG29tvYyz798PAzsnBeyUlyPXR572YHcPGjcjdUdeS1flSouTKKzUhV1sLwaPKb1dXI38nNxfioKgIYWtTpmB+p0yB8Z+fL3LXXeblkmtr8Vo1/hTxDe9Tc52fD3Hl8WB/bjfEX0ODVtChqwvjOnNmoHFrFMTHj8Mr1NeH+TjnHMynnt27Mc+7d+PctLbi93nn4Xzrizn481rU1mrCb/BgeAE/+kjkRz/CnFlVTlu2DOdHhf/p9+Hv3gx0XwZqvuqvYW4s7nWrY4vUftjQlZDUIjPeAyCEBIcK/8jMhIGUmRk4/COUz0QCo9HU14fXTqe2jnrSqs8Fcbm0kJpIjmXHDt99B/NZ/XF0dqIIQFFRcGPWH2tmJgxhj0cLW7PC4YDhXlCAsC6HA96ZjAyMJz8f3o38fGw/NxeiRjXfLCiAAa1vmlpcjCIA2dkQTBkZ2EdFhe+1YZy3YM6X8qLU12sCpLwcPw0NmjC56CKRxx8X+fd/F3nqKZGf/1zk3nsxR8eO+S8oUFcn8uKLCBFcsQKGsIh2zRcV4SczE0Jr6lSE7R07hmVLl8Ig93pxHD09EHGlpRCe6rhrarD9Rx4Rue8+rcltUZGW13TqFOZXzYUSj+PGYXstLdjH9Ol4feGFKOd9883Yth1PidcL0dbWpjWwnToVc7tyJUIn9SxahG0/9JDvPgLdm4HOs7/3rd47dCh293qg751widd3KiEkOtBDREgSEkr4RzwSmu2ElcTiSWu4YTrG4xg7FiKhvn5gCWt/6I+1rAxCxe2GYZuRAW+IWVnlsjKtZHZxMfZ75oxvTyF9VTOVo2Nswqlvmjp8OMTVtGn4ffvtqLgWqApaVZX981VXBxGwdy/ma+pUVE4T8Q11M8uFqawMfL0G8mLor3nlAVLj1C/71rdEfv97NFbNzMTcdHdDZKky5Bs3avv54APkGc2ZA3GSmYnz4HZjfo8exT4aG0VOnIBQHTIEgrO2VisU0dCAfY0fHzinZto0XAOffAIB292tlQZXPZVOnUKRjOXLB3qK1DGr14HuzUD3ZaD3rRrmxsKrEqlwtkChvmzoSkjqQEFESJISSlWoWFSS0mNH7EQq4dnKeIlESJ7xONxuzTMTzJj1x3rsmMjMmTCos7P9e0H0n2tp0ULKjD2FVFWzWbOQtK83+vW//+VfUFGtvR2GeUkJBJnqIeRv3lassF84Yt26gWFvat7tGJKBrlc7hq/VNow5YN/6Fs5BUxNKU+fna9fsSy9h3s4/H+LD6UTo29atmDdVvKGwEOLouedwTpuaRD78EOJVRAuP1F83EyeiiW0gsV5ZCW/WQw9BCA0bBmG0cye8gz09yKlyOAZe36EI20D3ZaD3zd6rrtb6U4Xan8kOkXjIYvchSqy/Uwkh0YGCiBASNeyKnXCftPozXiLxtNjsOO65J7QxmzWstLMNOz2FjNXJzAo/VFUh5E/15nE4YGAbm3Yaq6hlZ8OwbG62d76M8z54sO+8R8KQDNXwNRN7GzdC7DU3i/z5z75hXSdPYp5UQ9fubnh2enowj0OGwLuWlYV1HA68/7//q4UjZmZi/bY2kS98AUUkBg3CvuyK9enTIXpHjECoXmMj8sE6OiA8VU8l/TwHK2xFtH5Jgc6zvxwuq8/auXbC9eiG+5DF30OU48cR+jd+PAQeISQ1oCAihEQVu2InVAM5kAcokNFs90m01XGEMmbjsQYjzPT79TevVvOyZAmKKAwbBpGSk6Plv5iFMn7wAQzv1lbk++zeDU9SoPMVi1DIUA3f2lp4rKZNGyiSzcY9fDjC5l56CfM0dCjEx5AhqFKn8rtUOOLkyfAkuVyYf1W0IisLVfbWrsV+enuxvcsu8y/W1TWqhJjHg/3l5opccAG8jMXFEEPGefb3QEA1z1UGfmsrhFIwhQhUDpdVc1krj6fVNiNVZCWchyxWc/bzn4v85S8QoAUFCEW9/3772yWEJC4URISQqBPNsJJAHiB/RnOwT6ITLTzGbDzKeG5sNJ8XEYSG1dfD6Dx7FgZ2eflAkThrFgz+ri4UARg2DJ4UvSfJ39gi3fvFDLuGr7H30/79migS0cpRW4170SIUQHj0UXiAlPg4/3yt2W13N8LfVKPXjg5su68PHqKzZyFiCgpwXlSBi337IKLMRKPxGlU9pdTY7roL661bh/A8h0Pk+uvt5egZKye2tsL7FIv+ZlYPIiJZzjrU+9Vszrq7cd1kZeHcNzainP3ChfQUEZIKUBARQpIaO54IM6M5Wcp9B4PRwHW7B87LtGnIVWpt1QTSlCla/pJ+G7298CCcey5CtAoKgjNOY5V0Hsjw1fd+2r8fBu3cuQg3++tfIfamT9f6KVmNu7oaBQvMcmMUn34q8vDDyM/KzUWYXG8vfqvy2rNnw7CePBlj6u42F41m1+j+/ZoA049N3xtq40Z4sZR3xyo0Tr/tTz7B+5MnR7+/mb8HEYlQztpszmbOFNm+HddOdjY8gYcPQ/hGUhAlY4NqQlIBCiJCSFJjxxNhZmSkQmNF/XGJDDSeW1uRL2ScFxVup3I/VDEGowG+bx+20daGUK1QjNNYetXMzrP+mEaNgofo5EmRMWMg9rxekUsuQWECO72kAom86dPhxSkuRsGDvj7MYXGx1vRWb+xPnmwucESsr1GHY2ABDH+9oczGvGOH77aHDNGEmZ1GsSKhiZdADyJi5VkMhHHOjh+H4Gxs1HqBFRQg1DBSJEuDaiso5kgyQ0FECEl6rDxAKkRq48aBhQUaG7VCAcEYc+H+w4+U0WA0ni64YKDxrC/Fbdyf0eB3OtEg9fhxhIEpD8axY+YejEQzfqyMSWNxiJISVOo7fRqvhw2D2AvG++VP5JWVwQvU1wfRsnUrQhK7upBL1N2NOVUl1I0eJuO27AiOUKrt6bfd1YVx9vbCw9XZiXNvt79ZMOLFzlgTpZy1MWfv1lsRJnf4sJZDFCnvULJ7rJNdzBFCQUQISQn0xov653ziBAy8ceO0p96qoWZvL4zS1lZf49TK+IjEP/xIGQ1mxtPmzeYCT3l/7IzrxAmEZPX2avM1ZcpAD0a8jJ9gS6sr8aOfl4oKGPyqSIRqYBtOaJZxXEokdHfDoD11CstVnlBnJ4zpQOfGruAIxVOjtr1qlciWLaiEd/75mKvsbJxzO8Z+sOLF7lgTLV9PBAUUFi6MTpW5ZPZYJ7uYI0SEgogQkmLo/zkXF0PsOJ0IZSoqEtm0CU/uZ860b5xG4h9+JI0GK+Np4UKRbduCCzXSj+u885CDcviwlu9i9GDEy/gJtrT622+jAEJ2NvJ5WlpwLYweLXLzzbgejA1sQwnNsurxs2SJts6zzw7MzamosLcv/basrtFQw8wWLULI4N698BLV10MkFhVBANslGPES65C4SHsyq6ujU0QhEXKnQiWZxRwhCgoiQkhKof45OxzIk+joQA6Myr0QERk7NjjjNBL/8CNpNFgZT4sX4ycYA9A4rgsvRGjX0qUoPGDcht3jMOY3hWOUBltaXVVvGznS3CujxnPppVoDW6ux+fNK1dYihCo/XxuX3gNZXIxy3aHk2ViFe1rNnx1PjdmxlJbiHunr03JjzpyBd8sOoQiOUELiQtlPMoVxJUruVCgks5gjREFBRAhJKcrK4BXYuhWNL8vKELL0yScICZoyBZ6CwYPt/+OOxD/8SBoNgYynYIwo/biKiuAlKCoyF0N2j6OmBqFYp07B45SfL1JYGLpRGmxpdX0/oKwsHM/Ro9iWWbPaRYtgcKuGpMbQS+O6anl9PUIM587V9rNpE/Y7diw+t3EjRJFdT5S/cM9Vq+DR8ecpCjbk0+FAHpXbjbyqggL7HqJwBEcwXqVQ9pOMYVyJkjsVLMks5ghRUBARQlKKykqRefOQF9HVpZWN7ugQufNO5EoE+487Ev/wI200RMp4UuN64gkY8yIQjaoEdbDHsXWryI9/DIM+Kwseh6Iika98BUZ3KEapnea6w4YN7AekLxjQ0yPy29/i9ciRvkZyU5N54Q2rvCS1fPRoeKPef1/r7XTmDMTX0aMYS1GRyHe+gx5GgXJP9Eb8iBEiu3Zh/jo6MO4tWyAyx44NTnz4EwdlZdpDguJizEFRUWChHivBEep+kjWMKxFzp+yQrGKOEAUFESEk6TGG0yxejCIDnZ0wHt1uGKzqyXoo/7gj8Q8/0kZDpIynqioY+rNmafPlz+i0Oo6aGpFf/hKeltxcvJeRAYO+uRliIBSj1J8Is/IetLaK/OY3yKnKzYUXp6MD+TIjR0IEFRXBw/PSSwgd0xvcS5Zgm/p1jx2DqFEhmXV18Ng0NaGB7ejRCDfs6dHCzzo78d7HH0Mk5uSgceqNNw48TmNFvNJS5D6dOIHjyMnBNRyssPQnDmbN0ua2pcW+UI+V4Ah1Pwzjij3JKuYIEaEgIoQkOVYG8bJlWH7smHlIWSh5C5H4h5+IRkNzM8LMZs6E0Tl4cGCj03gc6km+1wvD3etFCJbHg7/7+sIzSs1E2NatIitXQpwoMaPCyk6dgldFNZfNzITY+/vfRd56C+GUHg+E8pAhMJr1BrcIijG8/jqWezwi55wDUadCMvPz8dnsbHiolizRijecPo0wQYcD+ztzBnlNLS0QjPX1IjfdZF0Ke9QobFN5nHp6IOpKS/2fH7Ncm0DiIBShHivBEep+GMZFCAkGCiJCSNLiL5wmXG+MldBKtP47kSASxq3+Sf6BA5p3JCsLgmH/foQuLliAdUWCnz9jafWVKyFMysshPPr6EFbW0ID9Dx+O0LOODoSfVVZCrGVlYRu9vQivy8oaeOylpRBWerxebE+FZGZlQRR99rPYztChyB9SOWptbVje1gaBJAJv1ZEj8KRt3oziFcpbZDTiVUW88nIUb8jNhTCzOj9W12w0xEGkt2l1X4WzH4Zxpeb3FSHRgIKIEJK02Em2j2RVM7Nck2hUrYq1ERMJ41aJKrdbZMYMCBKHA9sYMQKelNmzMX8vvxyZPkwOB0RIe7vI9u0iZ89C8IweDdHhcolMmCBy8CDOXWkpXp93HkTboUMIR1N5R/p+VCr/58or4WnKzYW3sbnZPCQzPx/hbGoeW1u1KnMvvYT9ORzwDHk8GNsHH2AMIlq1u6oqkRUrBp7/QLlvgXJt/ImDUIsjqG3W1uJ1VZX/c2Z1TQfafzjCJhE9srEimarsERJvKIgIIUlLuJ4NKyPNTGh99JF5rkmkk8jjZcSE+zRdL6o6OhCmNnMm5qqgQOTDDxE6Fon5058fhwPen2PH4In67GeRv6Pyb8rLIZLGjxe57TaRP/8ZIujQIU0AjR6NkDp9PyqnUxN4xmurstI6JNMqR23HDmyzrw/iJjMTPx0dyHV69VWtVLfZOQ90fuzk2piJg3CLI9TVibz4ov/r1Z+31ax0udn+E1XYJKoHJhmr7BESTyiICCFJSzieDX/Cw0xo5eTAi2DMNYlkEnm8jZhwjU69x0AZuQUFOA6HA3kwkZg//fkZNw7npaICXpzcXOxT5d80NGgNZhctwvsrVqD5bE4OxtXVBWGi5kD99ndt+RMoxnm88UZ4hp58EgKrpwchdT09GM/RoxivahZsdc79nR+zXkwqJNAf4RRHsHO9BvK2GkuXJ0s1OJHE9sAka5U9QuIFBREhJKkJtcmjP0POzBi+/noYcPp+Pfn5kU0ij5YRE+gpdiSfcqv5M4Z46ecvGn2YvvENvGfMv5k+3fe4qqrgNSovh3A6exbjKi6GiMvI0IzaQNdWMALyppuQd7Rvn9YoNjcXnrTTpwc2Cw6nEt/mzQhZHDYM5cdbW60N9XC8rHau10De1mnTcC+pXDDltUv0anDBPLyIhxeJVfYICQ4KIkJI0hOsZ8OOIWdmDA8dimT4vXuxztSp1v16QiEaRkygp9hm70ciEd1q/qLdhynQ2Jub4RW6+GKEsTU3w6idORMC12jURiJUy+kU2bABc3z2LIRQRgbC+CZMgGAJtlmwGYsWQWA9+ii8YpMnB/YyhuNltXO92vG2Vlejl1NtrdZjKdG9GHYfXsTLi8Qqe4QEBwURITEiUWPN0xG7wsNoDFdV4am23X49wRKNyl3+nmI7nShTrS8O8MQTEAxnzuCJ/bJl/g04lQciouXf6I9H/zoSVb/MSqHrsRIw6nPd3ZjXvj6cx9OntbymgoLIe+Tq6jDHW7ZACMyejWp1Xi8aBU+bhnUidc4dDuRSTZ5s3+MU6nmxc70G8raOGgWBeNFFvjlciY6d75B4h8Cyyh4h9qEgIiQGJHKseToSqvAIpV9PsETSiAn0FHvDBhjqeXmoyjZmDIof5OWhT099PQoTWBlwNTUQUKpvz5QpIvfe6//aDsfjEup9ZPzcxInIW3G5EP5YWanlOkXSI5edDe9Pbi7mNDcXc3rJJSjGUFHhvxBDKITTtyeU/dq5Xu14C/0J70R8mGTnOyQR8ngStRgFIYkGBREhUSbeTwmJOYncjDJSRoy/8TqdyDXJydH622zdCi9RWRm8Qy4XwgNra83zIlatQjnp4mJ4PA4exLJoXNuh3kdmn9u/X+T22+FN2b0b3opoeOQ++QTbnT8f4XgeD7xx9fWYX/11E6lzHo9QKTtjt/IWBirZncgPkwJ9hzCPh5DkgYKIkCiTCE8JiTnBGqHJFpfvb7w7dsDbVV2NkK3OThjs+fkQCiLIc7GiuVnk1CnNUyaCcLRTp0K/tv2F3zU3o1y2arRq9z6yuv8cDoTMzZql9QCKtEdu7FjM8+nTMJy3bkVlufz86F43yRIqFahkdzI8TPL3HZJs3xeEpDMURIREmXR9ShiPMJdY7DNZjE2F1XjVddnXhxCu+np4edracI12dUEgTZ0KcWJEeZHq6/EZrxfrGz0fdgkUfrd7t8inn6LnUGkpKqiNHh14X/r7z6o6YLQ8cm43jiM/H2JxzhyRefPQ2DUS+VP+SPRQKTtiJxUeJiXb9wUh6QoFESFRJh2fEkYyzMWuERjL0JpENzaNWBUfUNflsWMQMjfcgPdWrYKnRxVVsKpOtmwZcmT0IsZsfTtlv/2F34kgrG3cOJSTbmlB0Yebb7YnDG64IbrVAY370t/rS5diHkXCKxiQyKFjoWBH7KTKw6Rk+74gJB2hICIkBqTTU8JIhrnYNQKTIbQmFgTrIQu1dLXx81ZhbiL2zmGg8DsRfP7CCxEu196Oczx9euBjVMeTmwtBNX48lgV7fdidW/2cqvwk/bGH6hlK1uvbat7siJ10fJhECIkPFESExAizp4SJWD0pXCIV5hKMEZgKoTXhEqoHIZjS1XY/r7B7Du2E3+mN59ZW5BLZ9RRs2CCycycqvblc2H93t/3rI9DcWpUC37gxMiImFtd3NL6L/M2bXbGTTg+Tok0q/r8hJFJQEBESJ1ItBEYRqTCXYIzAWIXWhGpQRNsQsdNvKB6GkN1zaCf8LhRPgSrS8PrrA6vpzZlj7/oINLdW93EkRUy0r+9ofBfZEcN2xQ5DzsInVf/fEBIpKIgIiQPJHAITiEiFuQRjBEYjtMYoIiLVAycahog/41s1/YyHIRTMOQwUfhesp0DNe309ymyPHw/B1dmJSm/z5tm7Pszm9qOPRN5/H9u0uo8jKWKiGToWre+iYMRwsn/nJTqp/P+GkEhBQURIHEj1EK+qKpElS/B3qInkwRqBkQytMYqYBQtCC3+KlSFiZXx3d8fXEAr2HAYyju0az/p5nzYNosjpFLn4YpTAzs9HpTc7GOf2gw9EDh8W+eMfUbr71CmRyy4beB/PmhVZEROp69so9KP1XZQqBRFSgVT/f0NIJKAgIiQOpLKxYOYRiZURGImnzWYi5qWX4FU477zgDIpYGSJWwsPhiL8hFI8cEOO8V1fDo/Ppp8hLuuoq+/l8+rn96COIoXHjRM4/X2TfPpGTJ/F78uSB93Gkjz3c69vs3qyqis53EQsiJA6p/P+GkEhBQURIHEhVYyEaHpFYh9SYiZjGRoiLYA2KWBoiZsa30xn8/vXCQCQyxnysz6Fx3nNz0SQ1Lw/CduNGkaFDtdBBq7BGNRdVVSIrVkBU/fGPEENZWRBBx4/DE2d1HydKSJjVvbliRfS+i1gQITFI1f83hEQSCiJC4kQqGgupEJphJmJGjNDC5oIxKGJtiBiN72D3rxcG7e2o9lZUlHxJ2Mbjzs6GGBo5UjunSqiLmAuFpqaBJbPnzhV5803fa2PyZJHbb4dgTuT72N+9Gc3vokgJQlZIC49U/H9DSCShICIkjiTK0+NIYccjkuiGjZWIWLRI5NJLgx97vA0Ru/vXexBGjkRlNhGRK68Ucbtjm3sUzDVita7+uBsbRZ59FtekUQyIDBQKH36IMMnSUsxFfT2axP785+bXRnV19OYiUgS6NxP5u4gV0iJDIp9jQuINBREhJGIE8kgkumFjDJEyGtqhGhTxNkTs7F/vQWhqgjgQEenqsufpi5TQDeYaCbSuOu5AoYPG9xwOhNZ1dYl8/DEq0509i35Gd9zhWw1PeZmSgQsuENm8OXhvZTwfYrBCGiEkFlAQEUIiipVHItENm0QXa9FG70EoKkK/HhHk3wTKPYrE3KmeQatXowqcv2vE7rp6Q96fUDe+d/31Iq++in5FgwZBIHk8EBOLF6OU+YsvJs+1oj8/2dkiCxfiOOzcd/G+L1IhDJcQkvhQEBFCIo6ZRyKRDZtEF2uxQO/dO3ZM5JxzkEN07Jh/b0Ik5s7YM2juXOtrxO66Zob8ihXmnh0zEd/WJrJlC7xE+fkIi+vuxudffBFhhKWl2H4iXCtWXhyz87Ntm72y44lwX7BCGiEkFlAQEUJiQiIbNoks1vREO3TJKAxEAu8v3Lkz6xm0dSvKY7vdvteI3XWtDHlVGMPM22EU8YsXwyPU2YkKdW43hJGIyN69eN3dDe9RUVF8rxV/Xpxwzk8i3BeskEYIiQUURISQmJDIhk0iizVFrEKXzCrV6TGKsnDnzqpnUG0thIj+GrG77o4d/gsl2PF2VFaKLFumeczUnJeUoPdQX59IRQUKNnR2QhzFg0BenHDOT6LcF6EUJkn04i2EkMSCgogQEjPiXXHNikQWayKJEbokYi3Kwpk7s55BF10kcuut8AKJQOCUlUF09PZqjVCN66p9mhnyqlCCWaU5q7GaXa87dkAIud0ip0+LFBbCQ+RwhD+/oRDIixPOtZ1I90UwhUninfdECEk+KIgIITEl3hXXrEhUsSaSGKFL/kRZOHNnZnQvW4ZtmvVF6uiAh+b4cYgitW6gbV5/PcLlgvV2GK/XsjLs1+0WGTwYuUZFRfHzJtrx4oRzfhL5vjAjUR4eEEKSCwoiQgj5P4IVa7EKy0mE0CU7nohQ58DM6PbXF+nECXiLbr/dugeQ2TaHDg3f26EXW62t8fcm2vXihHN+EvUhhh51LzY2xv/hASEk+aAgIoQkFYmSG2A3LCcS4zUzehcs0BqLxmIeQhFlwRy70ej21xdp8mTMQ6AwNeM2I+XtSDSvSaKNJ9YYy4q73fHPeyIkofB4tC/RUN5PAyiICCFJQ6LkBtgNy4nkePVG7+7dCP96+eXYzUOw+SThHns4fZECHUckBEOieU0SbTyxwuxebG1FoYt45z0RkhDs2iWyaZPI0qW4IYy4XCJr14rMny8yY0bsx5cgUBARQpKCRMoNsJPTE43xqs9t3BjbeVCenqoq9PIJ5IkI5diN3qRQ+yKRxCRanl2ze9HtRqGNior09JiRFCZYT4/HAzHU3CyyZo3ILbf4iiKXC8tbWrBeVVXaeoooiAghSUEiFBZQ2AkfszveYA3FWM9DKJ4eu4JRHXddnfk+QumLRMyJZ6hpND27VveivuogISlBKJ6erCysr0SPXhTpxVBpKdZLUzEkQkFECEkSEqGwgMJO+Jid8YZiKMZyHkL1cgUaozHno7VVZMQI830E6otEAhPPUNNoe3YTqTQ4IVEjHE9PcTHW14ui664TWb9eE0PG7aUhmfEeACGE2EEZPpmZMHwyM+Nr+CxahPCxhx7Cb6vSz1bjNRqKfX147XTiZ8cO/DYSy3lQnh597x6XSyvmYIW/MRqPW+V6FBUFt49Y4++cxHNbdvZldZ3FglCvoWAIdC8SkvQoT09pqSZqXC68Z8fTo0SR+vxzz1EMGaCHiBCSNCRaNa1Aiez+xmsVVrZhg8i2bf6f5sdqHsLxRlmN0XjcY8dCHNTXo69PIlYFi6SHJdbemniHmsbKo5muRSVIGhGup6e4GOs/95y27LrrKIb+D3qICCFJRWWlyKxZyWP8WI1Xbyh6PPidnS2yebO9p/mxmIdwvVFmYzQet9stMmWKSH5+Ynj+jETSwxIPb43ZdRZLwZlonl1CkppwPD0uF8STnvXrNU9TmkMPESGExAGz3Id580Teess3vCjeTSUj7Y0yO+57700sz5+eSHpY4uGtSYQcm0Tz7BKS1ITi6TGG1ek9S2Y5SWlIQgmiV155Re6++245cuSIzJkzR9asWSNVVVXxHhYhhAwgElW7zKqobduWGIUj9EQ6HMnKQE5EQzmSIV/xKgyi5ru2Fq+j8W810P3AkDZCIoSVp8dK1BjFkFrPGH6X5qIow+v1euM9CBGRAwcOSHV1tTz99NMyb948+c53viMNDQ3y3nvv2fp8W1ubFBcXi8vlksGDB0d5tISQdCaaeSCJ0nw21QlG0CZzDlEs9psu12w8S5cTIiL+PT1mYXMej8jKlbhwzd7Xb6+sTGT58pQqvR2MNkgYQbRhwwZxOp1yxx13iIjIpk2b5IorrpCuri5bn6cgIoTEAqcTlaz6+rSn/JmZWBYpI4mGV3QJxYCP5DmJ9fmN5jUbi/shEUgX0Rcr+B0XAlaeHqvlilD6F6UIwWiDhAmZW7x4sc/rvXv3ysSJEy3X7+rq8hFLbW1tURsbIYQoYpEHwvCi6BFqX5xInpNYn99oXrPxrmIXC6LdSyndoLgMAY8HosVM9BjD39au9fX0zJjh25fISHFxynmGQiHmVeauueYaKSkpGfDzm9/8pn+d7u5u+cUvfiHLly+33M5jjz0mxcXF/T+jR4+OxfAJIWlOvKt2kfCIRV+cRCOa12w63A/peM1Ei3j3xUpasrLgwSkrM8/1UaKorAzrGcVNILGT5mJIJA4eomeeeUY6OzsHLB8yZEj/3w899JAUFhbKt771LcvtPPDAA3LPPff0v25ra6MoIoREnUSo2kVCJ16FDeJJNK/ZdLgf0vGaiRbp4FGMGvT0RJWYC6KKigq/79fU1MjTTz8tW7ZskZycHMv1cnNzJTc3N9LDI4SQgLCMcPKSDga8GdG8ZlP9fkjXayYaUFyGCT09USNhiiqIiBw8eFAuuugi+dWvfiVf+9rXgvosiyoQQkhqEc3Ea6ttM9mbWMFrIzIwh4jEiqQsqtDZ2SmLFy+Wa665Rq6++mppb28XEZGCggLJyMiI8+gIIST6xEMAJCrxMJpqakRWrRI5dUqkvFxk2TIaakSDxU4iQ6p7FElykjCC6I033pC6ujqpq6uTZ599tn/5oUOHZNy4cfEbGCGExIB49YlJRKEU7apeZvNRVSXyxBMiBw4g6qS+XqS1lZXECIkGFJck0UgYQXTNNddIAkXvEUJIzIimAPC37bq6xAxdiWbitdV8zJ+v5YcMHizS1obXtbU03AghJNWJedltQgghvkSzrK/VtmtrE7f8bTRLOVvNh2plp57L8fkcIYSkDxREhJCI4HSK7NiRGAZ1shGPPjEiidtbRVX1ysyElyYzM3JVvazm44ILRKZMEensFGlqwu8pU0SmTQt/n4QQQhKbhAmZI4QkL6waFB7x6BNTVZXY5W+jlXhtNR/V1SL33juwqALD5QghJPVJqLLb4cCy24REhmCT7J1OkRUrEHKlDOvMTCyjMRkcsa4yl85ClmW3CSEktUnKstuEkPgTioHMzuORI5qVl8y2nc7lb63mmtWvCCEk/WAOESFERAZW37KbZB/N/BcSfSorRWbNoggghBCSvlAQEUJEJPRKZ9FMgCeEhAeLnRBCSGAYMkcIERFfT0+wSfbpHHpFSKKSzjlihBASDPQQEUJEJHxPD0OvCEkcQg2BJYSQdIQeIkJIP/T0EJLY2K2Cx2InhBBiHwqiSOLx4D9PqO8TkgCwyhYhiUkwIXDhhMASQki6wZC5SLFrl8jKlfhPZYbLhfd37YrtuAghhCQ9wYbAsdgJIYTYhx6iSODxiGzahFiENWtEbrkFj+IULheWt7RgvaoqeooIISLCRqDEHqGEwDEElhBC7EFBFAmyskSWLtVEj14U6cVQaSnWoxgihEj8q4BRjCUPoYbAMQSWEEICw5C5SFFcDBFUWqqJoqNHfcWQ0XNECIk5idKXJd5VwGpqRFasEHnkEfyuqYnNfkloMASOEEKiBz1EkUSJIiWCnnsOyymGCEkI4u2R0RPPKmBGMdbQgNdVVTSwExmGwBFCSHSghyjSFBeLXHed77LrrqMYIiTOxNsjY6S7W6S3V2TfPqQhxrIKmBJjo0ZpYszlwnKS2LDfFyGERB4KokjjcomsX++7bP166+pzhJCYkEgioKZG5JlnsO+PPxZ5++3YhkDp81FiLcYIIYSQRIOCKJIYCyjcdptvThFFESFxI1FEgN5TNW+eyOzZIuXlIrffHrvwPeajEEIIIRrMIYoURjGkcob0OUVmJbkJITFBiYB16yACVA5RrEWAMXdo8mSMx+GI7TiYj0IIIYQACqJI4PGIrF1rXk3OKIrWrhVZvpyltwmJA4kgAkItnxwNWJKZEEIIYchcZMjKEpk/HxaNmQdIiaKyMqxHMURI3Ih3UnqgcLVEKQtOCCGEpAsZXq/XG+9BRIK2tjYpLi4Wl8slgwcPjs8gPB7/YifQ+4SQtMGsKWoilQUnhBBCkplgtAE9RJEkkNihGCKE/B9GT1WilQUnhBBC0gUKIkIISQASqSw4IYQQkk5QEBFCSAKQKGXBCSGEkHSDgogQQhIA9gYihBBC4gPLbhNCSIKQCGXBo41ZMQlCCCEknlAQEUJIAhGr3kDxECasokcIISQRoSAihJA0IxRhEq6AMlbRa2jA66oqeooIIYTEFwoiQghJI+wIE6P4iYRnR1XRmzpVq6K3Zw+WUxARQgiJJxREhBCSglh5dAIJE6P4WbBAZOPG8D07+ip6o0axih4hhJDEgVXmCCEkxaipEVmxQuSRR/C7pkZ7z195b7PmsC+9JHL8ePj9kVhFjxBCSKJCDxEhhKQQgULilDBZtw7CRIXAVVaK7Ngx0Ht08qSIwxEZz046VNEjhBCSfFAQEUJICmEnV8dKmJiFtQ0froXNGQVUKMSqih4hhBBiFwoiQghJIezm6pgJEyvv0aJFIpdeSs8OIYSQ1ISCiBBCUgh/IXF2sPIe0bNDCCEkVaEgIoSQFCPcXB2KH0IIIekEBREhhKQgFDWEEEKIPVh2mxBCCCGEEJK2UBARQgghhBBC0hYKIkIIIYQQQkjaQkFECCGEEEIISVsoiAghhBBCCCFpCwURIYQQQgghJG2hICKEEEIIIYSkLRREhBBCCCGEkLSFgogQQgghhBCStmTHewCEEEISA6dTpLlZpKxMpLIy3qMhhBBCYgMFESGEEKmpEVm3TsTlEikuFrnhBpFFi+I9KkIIIST6MGSOEELSHKcTYqivT2TqVPxetw7LCSGEkFSHgogQQtKc5mZ4hkaNEsnKwm+XC8sJIYSQVIeCiBBC0pyyMoTJNTSIeDz4XVyM5YQQQkiqQ0FECCFpTmUlcoYyM0X27MHvG25gYQVCCCHpAYsqEEIIkUWLRKqqWGWOEEJI+kFBRAghREQggiiECCGEpBsMmSOEEEIIIYSkLRREhBBCCCGEkLSFgogQQgghhBCStlAQEUIIIYQQQtIWCqJ44fGE9z4hhBBCCCEkbCiI4sGuXSIrV6IVvBkuF97ftSu24yKEEEIIISTNoCCKNR6PyKZNaPaxZs1AUeRyYXlzM9ajp4gQQgghhJCoQUEUa7KyRJYuFSktFWlp8RVFSgy1tOD9pUuxPiGEEEIIISQqUBDFg+JikVtu8RVF/3979xciVfnGAfzZdsso3VF3QwiHMoL6VQiRknQRCVGBRboXXRQsY0aR0dWWBAVdBJUQRRBWlCULdVGwGF2UhEhEfzEoWJIuymgtCNlkxtA2nOZ3May54+w/d2fOmXM+H5iLOXNcHujtPef7vu95z9jY1DBUKtXPAwAAWkYgSkpjKNq9WxgCAIA2E4iSVChEDAxMPTYwIAwBAECbCERJKpcjRkamHhsZmX73OQAAYFEJRElp3EBh27bmGy0AAAAtIxAloTEMlUoRxeLZGy0IRQAA0FICUbtVqxHDw803UGjcaGF42HuIAACghQSiduvujti4MaKvr/lucpOhqK+vfp73EAEAQMt01Wq1WtJFLIZKpRKFQiHK5XL09vYmXc7sqtWZw85svwMAtJv7FzrEfLKBGaKkzNZZ6ExIo9mWcFriCZBdo6MRu3ZN/4xzuVz/fXS0vXXBAglEwNy4EALkV7UaceBAxPh4842fJjeMGh+vn2eAjA4iEAGzcyEEyLfu7ojBwea74Tbunjs4aKULHSW1geiOO+6IPXv2JF0GEOFCCMDZu+Hu2RMxNnb2q0QaN4yClEtlIHrnnXdi3759SZcBnMmFEIDGa8Hu3a4BdLzUBaI///wzhoaG4qqrrkq6FKCRCyEAhULEwMDUYwMDrgF0rNQFoqGhodiyZUts2LBhxvMmJiaiUqlM+QBt4EIIkG/lcsTIyNRjIyPTb7pDtmVgB9q2B6LNmzfH8uXLz/q88sorceDAgdi/f3/s3Llz1r/z3HPPRaFQOP0pFottqB5wIQTIscbnRrdta/58KfmQkR1o2/5i1j/++CNOnjx51vGVK1fGunXr4qWXXopNmzZFqVSKW265JUqlUtO/MzExERMTE6e/VyqVKBaLnfNiVuhEjRfCgYF6GLJsDiD7Gq8Bk33+dMfJtmq1HnbGx5v/dz+zXfT1RWzf3tZNl1L9YtZVq1bF5ZdfftZn586dsX79+ti0adOc/s6SJUuit7d3ygdooWYXvGLx7I0WjA4CZE+1GjE83Dz0ND5fOjzcEcukWKAM7UDb9hmi6axZsyaOHj0aPT09ERFx4sSJ6OnpiVKpFLt27Zr1388nBQLzlPJRIADaYHS0/q65wcHmM0Dlcj0MbdwYcd117a+PZKR09ch8skFqAtGRI0fi1KlTp78/9thjsWHDhiiVStHf3z/rvxeIoMVcCAGoVmce8Jrtd7LpzFA0KeHlk/PJBj1tqmlWq1evnvJ96dKl0d/fP6cwBLTBdddF/O9/01/oCgUzQwBZN1sf7xqQT5M70O7e/d+xDtqBNjUzRAtlhggAABLQ4TNEqXsPEQAA0CEysBW7QAQAAMxfRnagFYgAAID5ydBW7AIRAAAwP93d9Z1l+/qaPys0GYr6+urnpXjDDZsqAJBOtvcFSL+U9tU2VQCgs42O1l8GPN2683K5/vvoaHvrAmCqDGzFLhABkC7Vav0lwOPjzR/GnXyId3y8fl6K16UDkH4CEbPfTLjZANqpuzticLD5DkWNOxoNDnbE6CMA6SUQ5Z1lKUAaNe5QtGdPxNjY2du7dshb0AFIL4EozyxLAdKsMRTt3i0MAbDoBKI8a9eyFEvygHNVKEQMDEw9NjAw9zCk/wFgFgJR3rV6WYolecBClMsRIyNTj42MzO2t5/ofAOZAIKJ1y1IsyQMWonGmetu25jPazeh/AJgjgYi6hS5LacZOUcC5auwjSqWIYvHsGe3pQpH+B4A5EoioW8iylJnYKQqYr2o1Yni4eR/R2KcMD08/u6P/AWAOBCIWtixlLuwUBcxHd3fExo0RfX3N+4jJPqWvr37eTLM7+h8AZtFVq9VqSRexGCqVShQKhSiXy9Hb25t0OZ2j2bKUQmH64wsxNla/GZm0bVt9CQxAM9XqzGFntt/PpP8ByJX5ZAMzRHm2WMtS5qJVS/KA7Jot7Mw1DOl/AJiBQJRni7ksZSatXpIHMB39DwCzsGSOxV2W0qidS/IAzqT/AcgtS+aYn8ValtKonUvyAM6k/wFgjgQiWqddS/IAGul/AJgjS+ZovVYuyQOYif4HIJcsmSNdWrUkD2A2+h8AZiEQAQAAuSUQAQAAuSUQAQAAuSUQAQAAuSUQAQAAuSUQAZBus7001UtVWSzaGuSSQARAeo2ORuzaFVEuN/+9XK7/Pjra3rrIHm0NcksgShMjUwD/qVYjDhyIGB+P2LPn7BvVcrl+fHy8fp4+knOlrUGuCURpYWQKYKru7ojBwYgVKyKOHZt6ozp5g3rsWP33wUEvWeXcaWuQawJRGhiZAmiuUIgolabeqI6NTb1BLZXq58FCaGuQW121Wq2WdBGLoVKpRKFQiHK5HL29vUmXM3+NI1CTne50xwHy5My+cJI+kVbQ1iAT5pMNzBClhZEpgOkVChEDA1OPDQzoE1l82hrkjkCUJo2haPduYQggoj5qPzIy9djIyPTPXcK50tYgdwSitDEyBTBV49LhbduaP/wOC6WtQS4JRGljZArgP82eoywWz15irI9kobQ1yC2BKE2MTAH8p1qNGB5uvnS4cYnx8LAdODl32hrkmkCUFkamAKbq7o7YuDGir6/5c5STN6p9ffXzvBuGc6WtQa7ZdjsNqtX6S1fHx5tvoHBmWOrri9i+XWcM5Ee1OnOfN9vvMFfaGmSGbbc7jZEpgOnN1ufpE1ks2hrkkhmiNDEyBQAAC2aGqFMZmQIAgLYSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNwSiAAAgNzqSbqAxVKr1SIiolKpJFwJAACQpMlMMJkRZpKZQHT8+PGIiCgWiwlXAgAApMHx48ejUCjMeE5XbS6xqQP8+++/8fvvv8eyZcuiq6sr6XJSqVKpRLFYjLGxsejt7U26HDJG+6KVtC9aRduilbSv5NRqtTh+/Hhceumlcd55Mz8llJkZovPOOy9Wr16ddBkdobe31/+UtIz2RStpX7SKtkUraV/JmG1maJJNFQAAgNwSiAAAgNwSiHJkyZIl8fTTT8eSJUuSLoUM0r5oJe2LVtG2aCXtqzNkZlMFAACA+TJDBAAA5JZABAAA5JZABAAA5JZAlHN33HFH7NmzJ+kyyIgPPvggrrjiiujp6Ykbb7wxDh06lHRJANPSZ9Eu7rfSTSDKsXfeeSf27duXdBlkxE8//RRbt26N559/Pn777be47LLL4oEHHki6LDJgdHQ01q9fHytWrIjHH3887AXEYtBn0S7ut9JPIMqpP//8M4aGhuKqq65KuhQy4tChQ/Hss8/GPffcE6tWrYqHH344Dh48mHRZdLiJiYm466674oYbboiDBw/GDz/8YJSVRaHPoh3cb3WGnqQLIBlDQ0OxZcuWOHnyZNKlkBF33nnnlO8//vhjXHnllQlVQ1Z89NFHUS6X48UXX4yLLroonn322XjkkUdi69atSZdGh9Nn0Q7utzqDGaKM2rx5cyxfvvyszyuvvBIHDhyI/fv3x86dO5Mukw40U9ua9M8//8QLL7wQ27dvT7BSsuD777+PDRs2xEUXXRQREWvXro0ffvgh4arIGn0WreB+q3OYIcqo119/veloxMqVK2PdunXx6quvRm9vbwKV0elmaluTnnrqqVi6dGk8+OCD7SyNDKpUKrFmzZrT37u6uqK7uzuOHTsWK1asSLAyskSfxWL7+++/46GHHnK/1SEEooxatWpV0+NPPvlkrF+/PjZt2tTmisiK6drWpE8++SRee+21+Oqrr+L8889vU1VkVU9PTyxZsmTKsQsvvDBOnDghELEo9Fm0wjPPPON+q4MIRDnz7rvvxtGjR2P58uUREXHixIl477334ptvvoldu3YlWxwd7+eff4777rsvXn311bjmmmuSLocMWLlyZYyOjk45dvz48bjgggsSqogs0WfRKu63OotAlDOfffZZnDp16vT3xx57LDZs2BClUim5osiEkydPxp133hmbN2+Ou+++O/7666+IiLj44oujq6sr4eroVOvXr48333zz9PdffvklJiYmpizRhHOhz6KV3G91FoEoZ1avXj3l+9KlS6O/vz/6+/sTqois2LdvXxw6dCgOHToUb7zxxunjhw8fjssvvzy5wuhoN998c5TL5RgeHo7BwcF4/vnn49Zbb43u7u6kS6PD6bNoJfdbnaWr5g13AKTY3r174957741ly5ZFtVqNTz/9NK699tqkywIgIwQiAFLvt99+i4MHD8ZNN90Ul1xySdLlAJAhAhEAAJBbXswKAADklkAEAADklkAEAADklkAEAADklkAEAADklkAEQMfbt29fLFu2LMrlckREfPzxx7F8+fKoVCoJVwZA2glEAHS822+/Pa6++up46623IiLi5ZdfjkcffTR6e3sTrgyAtPMeIgAyYe/evTE0NBQffvhh3HjjjXH48OHo7+9PuiwAUk4gAiATarVarF27Nmq1Wtx2223x4osvJl0SAB1AIAIgM95+++24//7749dff41isZh0OQB0AM8QAZAZX3zxRUREfPnllwlXAkCnMEMEQCYcOXIkrr766njiiSfi/fffj++++y66urqSLguAlDNDBEAm7Ny5M7Zs2RI7duyIo0ePxocffph0SQB0ADNEAHS8P/74I9asWROff/55XH/99fHcc8/F3r174+uvv066NABSTiACoOPt2LEjvv3229i/f39ERBw7diyKxWKMjIzEbbfdlnB1AKSZQAQAAOSWZ4gAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDcEogAAIDc+j+6tfLssjxddAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算Z-score\n",
    "from scipy import stats\n",
    "\n",
    "# 对x和y分别计算Z-score\n",
    "z_scores_x = stats.zscore(df['x'])\n",
    "z_scores_y = stats.zscore(df['y'])\n",
    "\n",
    "# 设置阈值\n",
    "threshold = 3\n",
    "\n",
    "# 找出异常值（Z-score的绝对值大于阈值的点）\n",
    "outliers = (abs(z_scores_x) > threshold) | (abs(z_scores_y) > threshold)\n",
    "normal = ~outliers\n",
    "\n",
    "# 分离正常点和异常点\n",
    "normal_points = df[normal][['x', 'y']].values\n",
    "anomaly_points = df[outliers][['x', 'y']].values\n",
    "\n",
    "print(f\"检测到的异常点数量: {len(anomaly_points)}\")\n",
    "print(f\"检测到的异常点占比: {len(anomaly_points)/len(df):.2%}\")\n",
    "\n",
    "# 绘制结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(normal_points[:, 0], normal_points[:, 1], c='blue', label='Normal', alpha=0.5, s=10)\n",
    "plt.scatter(anomaly_points[:, 0], anomaly_points[:, 1], c='red', label='Anomaly', marker='x', alpha=0.5, s=50)\n",
    "plt.title('Z-score异常检测结果')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cb42c17a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始数据点数量: 1050\n",
      "清理后数据点数量: 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 去除异常值后的数据\n",
    "df_clean = df[normal].copy()\n",
    "\n",
    "print(f\"原始数据点数量: {len(df)}\")\n",
    "print(f\"清理后数据点数量: {len(df_clean)}\")\n",
    "\n",
    "# 绘制清理后的数据分布\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_clean['x'], df_clean['y'], alpha=0.5, s=10)\n",
    "plt.title('去除异常值后的数据分布')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py1",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
